id	sid	tid	token	lemma	pos
aiti-6666	1	1	2__aiti#6666__146	2__aiti#6666__146	X
aiti-6666	1	2	-	-	SYM
aiti-6666	1	3	156	156	NUM
aiti-6666	1	4	advances	advance	NOUN
aiti-6666	1	5	in	in	ADP
aiti-6666	1	6	technology	technology	NOUN
aiti-6666	1	7	innovation	innovation	NOUN
aiti-6666	1	8	,	,	PUNCT
aiti-6666	1	9	vol	vol	NOUN
aiti-6666	1	10	.	.	PROPN
aiti-6666	1	11	6	6	NUM
aiti-6666	1	12	,	,	PUNCT
aiti-6666	1	13	no	no	INTJ
aiti-6666	1	14	.	.	NOUN
aiti-6666	1	15	3	3	NUM
aiti-6666	1	16	,	,	PUNCT
aiti-6666	1	17	2021	2021	NUM
aiti-6666	1	18	,	,	PUNCT
aiti-6666	1	19	pp	pp	ADJ
aiti-6666	1	20	.	.	PUNCT
aiti-6666	2	1	146	146	NUM
aiti-6666	2	2	-	-	SYM
aiti-6666	2	3	156	156	NUM
aiti-6666	2	4	dockless	dockless	ADJ
aiti-6666	2	5	shared	share	VERB
aiti-6666	2	6	bicycle	bicycle	NOUN
aiti-6666	2	7	flow	flow	NOUN
aiti-6666	2	8	control	control	NOUN
aiti-6666	2	9	by	by	ADP
aiti-6666	2	10	using	use	VERB
aiti-6666	2	11	kernel	kernel	PROPN
aiti-6666	2	12	density	density	PROPN
aiti-6666	2	13	estimation	estimation	NOUN
aiti-6666	2	14	based	base	VERB
aiti-6666	2	15	clustering	cluster	VERB
aiti-6666	2	16	shang	shang	PROPN
aiti-6666	2	17	-	-	PROPN
aiti-6666	2	18	yuan	yuan	PROPN
aiti-6666	2	19	chen	chen	PROPN
aiti-6666	2	20	*	*	PUNCT
aiti-6666	2	21	,	,	PUNCT
aiti-6666	2	22	tzu	tzu	PROPN
aiti-6666	2	23	-	-	PUNCT
aiti-6666	2	24	tien	tien	PROPN
aiti-6666	2	25	chen	chen	PROPN
aiti-6666	2	26	school	school	PROPN
aiti-6666	2	27	of	of	ADP
aiti-6666	2	28	architecture	architecture	NOUN
aiti-6666	2	29	,	,	PUNCT
aiti-6666	2	30	feng	feng	PROPN
aiti-6666	2	31	chia	chia	PROPN
aiti-6666	2	32	university	university	PROPN
aiti-6666	2	33	,	,	PUNCT
aiti-6666	2	34	taichung	taichung	PROPN
aiti-6666	2	35	,	,	PUNCT
aiti-6666	2	36	taiwan	taiwan	PROPN
aiti-6666	2	37	received	receive	VERB
aiti-6666	2	38	31	31	NUM
aiti-6666	2	39	october	october	PROPN
aiti-6666	2	40	2020	2020	NUM
aiti-6666	2	41	;	;	PUNCT
aiti-6666	2	42	received	receive	VERB
aiti-6666	2	43	in	in	ADP
aiti-6666	2	44	revised	revise	VERB
aiti-6666	2	45	form	form	NOUN
aiti-6666	2	46	29	29	NUM
aiti-6666	2	47	january	january	NOUN
aiti-6666	2	48	2021	2021	NUM
aiti-6666	2	49	;	;	PUNCT
aiti-6666	2	50	accepted	accept	VERB
aiti-6666	2	51	03	03	NUM
aiti-6666	2	52	february	february	PROPN
aiti-6666	2	53	2021	2021	NUM
aiti-6666	2	54	doi	doi	NOUN
aiti-6666	2	55	:	:	PUNCT
aiti-6666	2	56	https://doi.org/10.46604/aiti.2021.6666	https://doi.org/10.46604/aiti.2021.6666	PROPN
aiti-6666	2	57	abstract	abstract	NOUN
aiti-6666	2	58	since	since	SCONJ
aiti-6666	2	59	dockless	dockless	ADJ
aiti-6666	2	60	sharing	sharing	NOUN
aiti-6666	2	61	bicycles	bicycle	NOUN
aiti-6666	2	62	have	have	AUX
aiti-6666	2	63	become	become	VERB
aiti-6666	2	64	an	an	DET
aiti-6666	2	65	indispensable	indispensable	ADJ
aiti-6666	2	66	means	mean	NOUN
aiti-6666	2	67	of	of	ADP
aiti-6666	2	68	everyday	everyday	ADJ
aiti-6666	2	69	life	life	NOUN
aiti-6666	2	70	for	for	ADP
aiti-6666	2	71	urban	urban	ADJ
aiti-6666	2	72	residents	resident	NOUN
aiti-6666	2	73	,	,	PUNCT
aiti-6666	2	74	how	how	SCONJ
aiti-6666	2	75	to	to	PART
aiti-6666	2	76	effectively	effectively	ADV
aiti-6666	2	77	control	control	VERB
aiti-6666	2	78	the	the	DET
aiti-6666	2	79	supply	supply	NOUN
aiti-6666	2	80	and	and	CCONJ
aiti-6666	2	81	demand	demand	NOUN
aiti-6666	2	82	balance	balance	NOUN
aiti-6666	2	83	of	of	ADP
aiti-6666	2	84	bikes	bike	NOUN
aiti-6666	2	85	has	have	AUX
aiti-6666	2	86	become	become	VERB
aiti-6666	2	87	an	an	DET
aiti-6666	2	88	important	important	ADJ
aiti-6666	2	89	issue	issue	NOUN
aiti-6666	2	90	.	.	PUNCT
aiti-6666	3	1	this	this	DET
aiti-6666	3	2	study	study	NOUN
aiti-6666	3	3	aims	aim	VERB
aiti-6666	3	4	to	to	PART
aiti-6666	3	5	apply	apply	VERB
aiti-6666	3	6	kernel	kernel	PROPN
aiti-6666	3	7	density	density	PROPN
aiti-6666	3	8	estimation	estimation	NOUN
aiti-6666	3	9	based	base	VERB
aiti-6666	3	10	(	(	PUNCT
aiti-6666	3	11	kde	kde	NOUN
aiti-6666	3	12	-	-	PUNCT
aiti-6666	3	13	based	base	VERB
aiti-6666	3	14	)	)	PUNCT
aiti-6666	3	15	clustering	cluster	VERB
aiti-6666	3	16	analysis	analysis	NOUN
aiti-6666	3	17	and	and	CCONJ
aiti-6666	3	18	a	a	DET
aiti-6666	3	19	threshold	threshold	NOUN
aiti-6666	3	20	-	-	PUNCT
aiti-6666	3	21	based	base	VERB
aiti-6666	3	22	reverse	reverse	NOUN
aiti-6666	3	23	flow	flow	NOUN
aiti-6666	3	24	incentive	incentive	NOUN
aiti-6666	3	25	mechanism	mechanism	NOUN
aiti-6666	3	26	to	to	PART
aiti-6666	3	27	encourage	encourage	VERB
aiti-6666	3	28	the	the	DET
aiti-6666	3	29	users	user	NOUN
aiti-6666	3	30	of	of	ADP
aiti-6666	3	31	bicycles	bicycle	NOUN
aiti-6666	3	32	to	to	PART
aiti-6666	3	33	adjust	adjust	VERB
aiti-6666	3	34	the	the	DET
aiti-6666	3	35	supply	supply	NOUN
aiti-6666	3	36	and	and	CCONJ
aiti-6666	3	37	demand	demand	NOUN
aiti-6666	3	38	actively	actively	ADV
aiti-6666	3	39	.	.	PUNCT
aiti-6666	4	1	and	and	CCONJ
aiti-6666	4	2	it	it	PRON
aiti-6666	4	3	takes	take	VERB
aiti-6666	4	4	shanghai	shanghai	PROPN
aiti-6666	4	5	jing’an	jing’an	PROPN
aiti-6666	4	6	temple	temple	PROPN
aiti-6666	4	7	and	and	CCONJ
aiti-6666	4	8	its	its	PRON
aiti-6666	4	9	surroundings	surrounding	NOUN
aiti-6666	4	10	as	as	ADP
aiti-6666	4	11	the	the	DET
aiti-6666	4	12	research	research	NOUN
aiti-6666	4	13	area	area	NOUN
aiti-6666	4	14	.	.	PUNCT
aiti-6666	5	1	its	its	PRON
aiti-6666	5	2	practical	practical	ADJ
aiti-6666	5	3	steps	step	NOUN
aiti-6666	5	4	include	include	VERB
aiti-6666	5	5	:	:	PUNCT
aiti-6666	5	6	(	(	PUNCT
aiti-6666	5	7	1	1	X
aiti-6666	5	8	)	)	PUNCT
aiti-6666	5	9	compilation	compilation	NOUN
aiti-6666	5	10	and	and	CCONJ
aiti-6666	5	11	processing	processing	NOUN
aiti-6666	5	12	of	of	ADP
aiti-6666	5	13	the	the	DET
aiti-6666	5	14	needed	need	VERB
aiti-6666	5	15	data	datum	NOUN
aiti-6666	5	16	,	,	PUNCT
aiti-6666	5	17	(	(	PUNCT
aiti-6666	5	18	2	2	X
aiti-6666	5	19	)	)	PUNCT
aiti-6666	5	20	application	application	NOUN
aiti-6666	5	21	of	of	ADP
aiti-6666	5	22	kde	kde	PROPN
aiti-6666	5	23	-	-	PUNCT
aiti-6666	5	24	based	base	VERB
aiti-6666	5	25	clustering	clustering	NOUN
aiti-6666	5	26	,	,	PUNCT
aiti-6666	5	27	partitioning	partitioning	NOUN
aiti-6666	5	28	,	,	PUNCT
aiti-6666	5	29	and	and	CCONJ
aiti-6666	5	30	grading	grade	VERB
aiti-6666	5	31	,	,	PUNCT
aiti-6666	5	32	and	and	CCONJ
aiti-6666	5	33	(	(	PUNCT
aiti-6666	5	34	3	3	X
aiti-6666	5	35	)	)	PUNCT
aiti-6666	5	36	incentives	incentive	VERB
aiti-6666	5	37	calculation	calculation	NOUN
aiti-6666	5	38	based	base	VERB
aiti-6666	5	39	on	on	ADP
aiti-6666	5	40	dockless	dockless	ADJ
aiti-6666	5	41	shared	share	VERB
aiti-6666	5	42	bicycle	bicycle	NOUN
aiti-6666	5	43	flow	flow	NOUN
aiti-6666	5	44	control	control	NOUN
aiti-6666	5	45	system	system	NOUN
aiti-6666	5	46	.	.	PUNCT
aiti-6666	6	1	the	the	DET
aiti-6666	6	2	study	study	NOUN
aiti-6666	6	3	finds	find	VERB
aiti-6666	6	4	that	that	SCONJ
aiti-6666	6	5	the	the	DET
aiti-6666	6	6	generalization	generalization	NOUN
aiti-6666	6	7	function	function	NOUN
aiti-6666	6	8	of	of	ADP
aiti-6666	6	9	kde	kde	PROPN
aiti-6666	6	10	-	-	PUNCT
aiti-6666	6	11	based	base	VERB
aiti-6666	6	12	clustering	clustering	NOUN
aiti-6666	6	13	can	can	AUX
aiti-6666	6	14	be	be	AUX
aiti-6666	6	15	used	use	VERB
aiti-6666	6	16	to	to	PART
aiti-6666	6	17	estimate	estimate	VERB
aiti-6666	6	18	the	the	DET
aiti-6666	6	19	density	density	NOUN
aiti-6666	6	20	value	value	NOUN
aiti-6666	6	21	at	at	ADP
aiti-6666	6	22	any	any	DET
aiti-6666	6	23	point	point	NOUN
aiti-6666	6	24	in	in	ADP
aiti-6666	6	25	the	the	DET
aiti-6666	6	26	study	study	NOUN
aiti-6666	6	27	area	area	NOUN
aiti-6666	6	28	to	to	PART
aiti-6666	6	29	support	support	VERB
aiti-6666	6	30	the	the	DET
aiti-6666	6	31	calculation	calculation	NOUN
aiti-6666	6	32	of	of	ADP
aiti-6666	6	33	the	the	DET
aiti-6666	6	34	incentive	incentive	NOUN
aiti-6666	6	35	mechanism	mechanism	NOUN
aiti-6666	6	36	for	for	ADP
aiti-6666	6	37	bicycle	bicycle	NOUN
aiti-6666	6	38	reverse	reverse	NOUN
aiti-6666	6	39	flow	flow	NOUN
aiti-6666	6	40	.	.	PUNCT
aiti-6666	7	1	keywords	keyword	NOUN
aiti-6666	7	2	:	:	PUNCT
aiti-6666	7	3	classification	classification	NOUN
aiti-6666	7	4	,	,	PUNCT
aiti-6666	7	5	clustering	clustering	ADJ
aiti-6666	7	6	,	,	PUNCT
aiti-6666	7	7	unsupervised	unsupervised	ADJ
aiti-6666	7	8	neural	neural	ADJ
aiti-6666	7	9	networks	network	NOUN
aiti-6666	7	10	learning	learn	VERB
aiti-6666	7	11	,	,	PUNCT
aiti-6666	7	12	r	r	NOUN
aiti-6666	7	13	language	language	NOUN
aiti-6666	7	14	,	,	PUNCT
aiti-6666	7	15	choropleth	choropleth	NOUN
aiti-6666	7	16	map	map	VERB
aiti-6666	7	17	1	1	NUM
aiti-6666	7	18	.	.	X
aiti-6666	8	1	introduction	introduction	NOUN
aiti-6666	8	2	the	the	DET
aiti-6666	8	3	promotion	promotion	NOUN
aiti-6666	8	4	of	of	ADP
aiti-6666	8	5	shared	share	VERB
aiti-6666	8	6	bicycles	bicycle	NOUN
aiti-6666	8	7	seeks	seek	VERB
aiti-6666	8	8	to	to	PART
aiti-6666	8	9	resolve	resolve	VERB
aiti-6666	8	10	the	the	DET
aiti-6666	8	11	problem	problem	NOUN
aiti-6666	8	12	of	of	ADP
aiti-6666	8	13	short	short	ADJ
aiti-6666	8	14	-	-	PUNCT
aiti-6666	8	15	distance	distance	NOUN
aiti-6666	8	16	urban	urban	ADJ
aiti-6666	8	17	transportation	transportation	NOUN
aiti-6666	8	18	,	,	PUNCT
aiti-6666	8	19	and	and	CCONJ
aiti-6666	8	20	shared	share	VERB
aiti-6666	8	21	bicycles	bicycle	NOUN
aiti-6666	8	22	are	be	AUX
aiti-6666	8	23	an	an	DET
aiti-6666	8	24	important	important	ADJ
aiti-6666	8	25	means	mean	NOUN
aiti-6666	8	26	of	of	ADP
aiti-6666	8	27	contemporary	contemporary	ADJ
aiti-6666	8	28	green	green	ADJ
aiti-6666	8	29	transportation	transportation	PROPN
aiti-6666	9	1	[	[	X
aiti-6666	9	2	1	1	NUM
aiti-6666	9	3	]	]	PUNCT
aiti-6666	9	4	.	.	PUNCT
aiti-6666	10	1	the	the	DET
aiti-6666	10	2	docking	docking	NOUN
aiti-6666	10	3	shared	share	VERB
aiti-6666	10	4	bicycles	bicycle	NOUN
aiti-6666	10	5	found	find	VERB
aiti-6666	10	6	throughout	throughout	ADP
aiti-6666	10	7	taiwan	taiwan	PROPN
aiti-6666	10	8	are	be	AUX
aiti-6666	10	9	chiefly	chiefly	ADV
aiti-6666	10	10	aimed	aim	VERB
aiti-6666	10	11	at	at	ADP
aiti-6666	10	12	tourists	tourist	NOUN
aiti-6666	10	13	.	.	PUNCT
aiti-6666	11	1	however	however	ADV
aiti-6666	11	2	,	,	PUNCT
aiti-6666	11	3	unlike	unlike	ADP
aiti-6666	11	4	dockless	dockless	ADJ
aiti-6666	11	5	shared	share	VERB
aiti-6666	11	6	bicycles	bicycle	NOUN
aiti-6666	11	7	,	,	PUNCT
aiti-6666	11	8	docking	dock	VERB
aiti-6666	11	9	shared	share	VERB
aiti-6666	11	10	bicycles	bicycle	NOUN
aiti-6666	11	11	do	do	AUX
aiti-6666	11	12	not	not	PART
aiti-6666	11	13	allow	allow	VERB
aiti-6666	11	14	users	user	NOUN
aiti-6666	11	15	to	to	PART
aiti-6666	11	16	obtain	obtain	VERB
aiti-6666	11	17	and	and	CCONJ
aiti-6666	11	18	return	return	VERB
aiti-6666	11	19	the	the	DET
aiti-6666	11	20	bikes	bike	NOUN
aiti-6666	11	21	at	at	ADP
aiti-6666	11	22	any	any	DET
aiti-6666	11	23	location	location	NOUN
aiti-6666	11	24	,	,	PUNCT
aiti-6666	11	25	thus	thus	ADV
aiti-6666	11	26	docking	dock	VERB
aiti-6666	11	27	shared	shared	ADJ
aiti-6666	11	28	bicycles	bicycle	NOUN
aiti-6666	11	29	can	can	AUX
aiti-6666	11	30	not	not	PART
aiti-6666	11	31	easily	easily	ADV
aiti-6666	11	32	become	become	VERB
aiti-6666	11	33	important	important	ADJ
aiti-6666	11	34	means	mean	NOUN
aiti-6666	11	35	of	of	ADP
aiti-6666	11	36	everyday	everyday	ADJ
aiti-6666	11	37	transportation	transportation	NOUN
aiti-6666	11	38	for	for	ADP
aiti-6666	11	39	urban	urban	ADJ
aiti-6666	11	40	residents	resident	NOUN
aiti-6666	11	41	.	.	PUNCT
aiti-6666	12	1	in	in	ADP
aiti-6666	12	2	addition	addition	NOUN
aiti-6666	12	3	,	,	PUNCT
aiti-6666	12	4	although	although	SCONJ
aiti-6666	12	5	dockless	dockless	ADJ
aiti-6666	12	6	v	v	NOUN
aiti-6666	12	7	-	-	PUNCT
aiti-6666	12	8	bikes	bike	NOUN
aiti-6666	12	9	made	make	VERB
aiti-6666	12	10	a	a	DET
aiti-6666	12	11	short	short	ADJ
aiti-6666	12	12	-	-	PUNCT
aiti-6666	12	13	lived	live	VERB
aiti-6666	12	14	appearance	appearance	NOUN
aiti-6666	12	15	in	in	ADP
aiti-6666	12	16	taiwan	taiwan	PROPN
aiti-6666	12	17	during	during	ADP
aiti-6666	12	18	2017	2017	NUM
aiti-6666	12	19	,	,	PUNCT
aiti-6666	12	20	little	little	ADJ
aiti-6666	12	21	data	datum	NOUN
aiti-6666	12	22	concerning	concern	VERB
aiti-6666	12	23	v	v	NOUN
aiti-6666	12	24	-	-	PUNCT
aiti-6666	12	25	bikes	bike	NOUN
aiti-6666	12	26	is	be	AUX
aiti-6666	12	27	available	available	ADJ
aiti-6666	12	28	.	.	PUNCT
aiti-6666	13	1	as	as	ADP
aiti-6666	13	2	a	a	DET
aiti-6666	13	3	consequence	consequence	NOUN
aiti-6666	13	4	,	,	PUNCT
aiti-6666	13	5	this	this	DET
aiti-6666	13	6	study	study	NOUN
aiti-6666	13	7	relies	rely	VERB
aiti-6666	13	8	on	on	ADP
aiti-6666	13	9	observations	observation	NOUN
aiti-6666	13	10	and	and	CCONJ
aiti-6666	13	11	analysis	analysis	NOUN
aiti-6666	13	12	of	of	ADP
aiti-6666	13	13	dockless	dockless	ADJ
aiti-6666	13	14	shared	share	VERB
aiti-6666	13	15	bicycles	bicycle	NOUN
aiti-6666	13	16	in	in	ADP
aiti-6666	13	17	shanghai	shanghai	PROPN
aiti-6666	13	18	,	,	PUNCT
aiti-6666	13	19	china	china	PROPN
aiti-6666	13	20	to	to	PART
aiti-6666	13	21	gain	gain	VERB
aiti-6666	13	22	a	a	DET
aiti-6666	13	23	better	well	ADJ
aiti-6666	13	24	understanding	understanding	NOUN
aiti-6666	13	25	of	of	ADP
aiti-6666	13	26	dockless	dockless	ADJ
aiti-6666	13	27	shared	share	VERB
aiti-6666	13	28	bicycles	bicycle	NOUN
aiti-6666	13	29	and	and	CCONJ
aiti-6666	13	30	methods	method	NOUN
aiti-6666	13	31	of	of	ADP
aiti-6666	13	32	improving	improve	VERB
aiti-6666	13	33	their	their	PRON
aiti-6666	13	34	effectiveness	effectiveness	NOUN
aiti-6666	13	35	,	,	PUNCT
aiti-6666	13	36	as	as	ADV
aiti-6666	13	37	well	well	ADV
aiti-6666	13	38	as	as	ADP
aiti-6666	13	39	specific	specific	ADJ
aiti-6666	13	40	methods	method	NOUN
aiti-6666	13	41	of	of	ADP
aiti-6666	13	42	making	make	VERB
aiti-6666	13	43	them	they	PRON
aiti-6666	13	44	more	more	ADV
aiti-6666	13	45	acceptable	acceptable	ADJ
aiti-6666	13	46	to	to	ADP
aiti-6666	13	47	city	city	NOUN
aiti-6666	13	48	residents	resident	NOUN
aiti-6666	13	49	and	and	CCONJ
aiti-6666	13	50	a	a	DET
aiti-6666	13	51	more	more	ADV
aiti-6666	13	52	important	important	ADJ
aiti-6666	13	53	means	mean	NOUN
aiti-6666	13	54	of	of	ADP
aiti-6666	13	55	transportation	transportation	NOUN
aiti-6666	13	56	.	.	PUNCT
aiti-6666	14	1	after	after	SCONJ
aiti-6666	14	2	the	the	DET
aiti-6666	14	3	shared	share	VERB
aiti-6666	14	4	bicycles	bicycle	NOUN
aiti-6666	14	5	are	be	AUX
aiti-6666	14	6	introduced	introduce	VERB
aiti-6666	14	7	on	on	ADP
aiti-6666	14	8	a	a	DET
aiti-6666	14	9	large	large	ADJ
aiti-6666	14	10	scale	scale	NOUN
aiti-6666	14	11	in	in	ADP
aiti-6666	14	12	a	a	DET
aiti-6666	14	13	city	city	NOUN
aiti-6666	14	14	,	,	PUNCT
aiti-6666	14	15	the	the	DET
aiti-6666	14	16	supply	supply	NOUN
aiti-6666	14	17	and	and	CCONJ
aiti-6666	14	18	demand	demand	NOUN
aiti-6666	14	19	problems	problem	NOUN
aiti-6666	14	20	of	of	ADP
aiti-6666	14	21	bicycles	bicycle	NOUN
aiti-6666	14	22	involving	involve	VERB
aiti-6666	14	23	different	different	ADJ
aiti-6666	14	24	areas	area	NOUN
aiti-6666	14	25	often	often	ADV
aiti-6666	14	26	emerge	emerge	VERB
aiti-6666	14	27	.	.	PUNCT
aiti-6666	15	1	for	for	ADP
aiti-6666	15	2	instance	instance	NOUN
aiti-6666	15	3	,	,	PUNCT
aiti-6666	15	4	at	at	ADP
aiti-6666	15	5	certain	certain	ADJ
aiti-6666	15	6	important	important	ADJ
aiti-6666	15	7	transportation	transportation	NOUN
aiti-6666	15	8	nodes	node	NOUN
aiti-6666	15	9	,	,	PUNCT
aiti-6666	15	10	the	the	DET
aiti-6666	15	11	use	use	NOUN
aiti-6666	15	12	of	of	ADP
aiti-6666	15	13	bicycles	bicycle	NOUN
aiti-6666	15	14	frequently	frequently	ADV
aiti-6666	15	15	increases	increase	VERB
aiti-6666	15	16	during	during	ADP
aiti-6666	15	17	peak	peak	NOUN
aiti-6666	15	18	times	time	NOUN
aiti-6666	15	19	,	,	PUNCT
aiti-6666	15	20	and	and	CCONJ
aiti-6666	15	21	may	may	AUX
aiti-6666	15	22	cause	cause	VERB
aiti-6666	15	23	bicycle	bicycle	NOUN
aiti-6666	15	24	shortages	shortage	NOUN
aiti-6666	15	25	.	.	PUNCT
aiti-6666	16	1	therefore	therefore	ADV
aiti-6666	16	2	,	,	PUNCT
aiti-6666	16	3	it	it	PRON
aiti-6666	16	4	is	be	AUX
aiti-6666	16	5	necessary	necessary	ADJ
aiti-6666	16	6	to	to	PART
aiti-6666	16	7	dispatch	dispatch	VERB
aiti-6666	16	8	bicycles	bicycle	NOUN
aiti-6666	16	9	in	in	ADP
aiti-6666	16	10	order	order	NOUN
aiti-6666	16	11	to	to	PART
aiti-6666	16	12	resolve	resolve	VERB
aiti-6666	16	13	the	the	DET
aiti-6666	16	14	supply	supply	NOUN
aiti-6666	16	15	and	and	CCONJ
aiti-6666	16	16	demand	demand	NOUN
aiti-6666	16	17	problems	problem	NOUN
aiti-6666	16	18	.	.	PUNCT
aiti-6666	17	1	however	however	ADV
aiti-6666	17	2	,	,	PUNCT
aiti-6666	17	3	the	the	DET
aiti-6666	17	4	current	current	ADJ
aiti-6666	17	5	dispatching	dispatch	VERB
aiti-6666	17	6	aprroach	aprroach	NOUN
aiti-6666	17	7	is	be	AUX
aiti-6666	17	8	often	often	ADV
aiti-6666	17	9	too	too	ADV
aiti-6666	17	10	inefficient	inefficient	ADJ
aiti-6666	17	11	to	to	PART
aiti-6666	17	12	be	be	AUX
aiti-6666	17	13	of	of	ADP
aiti-6666	17	14	much	much	ADJ
aiti-6666	17	15	use	use	NOUN
aiti-6666	17	16	.	.	PUNCT
aiti-6666	18	1	furthermore	furthermore	ADV
aiti-6666	18	2	,	,	PUNCT
aiti-6666	18	3	it	it	PRON
aiti-6666	18	4	also	also	ADV
aiti-6666	18	5	imposes	impose	VERB
aiti-6666	18	6	logistics	logistic	NOUN
aiti-6666	18	7	costs	cost	NOUN
aiti-6666	18	8	on	on	ADP
aiti-6666	18	9	bicycle	bicycle	NOUN
aiti-6666	18	10	companies	company	NOUN
aiti-6666	18	11	because	because	SCONJ
aiti-6666	18	12	manpower	manpower	NOUN
aiti-6666	18	13	and	and	CCONJ
aiti-6666	18	14	trucks	truck	NOUN
aiti-6666	18	15	are	be	AUX
aiti-6666	18	16	required	require	VERB
aiti-6666	18	17	to	to	PART
aiti-6666	18	18	move	move	VERB
aiti-6666	18	19	bicycles	bicycle	NOUN
aiti-6666	18	20	from	from	ADP
aiti-6666	18	21	oversupplied	oversupplied	ADJ
aiti-6666	18	22	areas	area	NOUN
aiti-6666	18	23	to	to	ADP
aiti-6666	18	24	shortage	shortage	NOUN
aiti-6666	18	25	areas	area	NOUN
aiti-6666	18	26	.	.	PUNCT
aiti-6666	19	1	besides	besides	SCONJ
aiti-6666	19	2	,	,	PUNCT
aiti-6666	19	3	since	since	SCONJ
aiti-6666	19	4	bicycles	bicycle	NOUN
aiti-6666	19	5	can	can	AUX
aiti-6666	19	6	not	not	PART
aiti-6666	19	7	be	be	AUX
aiti-6666	19	8	used	use	VERB
aiti-6666	19	9	while	while	SCONJ
aiti-6666	19	10	they	they	PRON
aiti-6666	19	11	are	be	AUX
aiti-6666	19	12	being	be	AUX
aiti-6666	19	13	transported	transport	VERB
aiti-6666	19	14	,	,	PUNCT
aiti-6666	19	15	the	the	DET
aiti-6666	19	16	capacity	capacity	NOUN
aiti-6666	19	17	of	of	ADP
aiti-6666	19	18	urban	urban	ADJ
aiti-6666	19	19	transportation	transportation	NOUN
aiti-6666	19	20	is	be	AUX
aiti-6666	19	21	reduced	reduce	VERB
aiti-6666	19	22	.	.	PUNCT
aiti-6666	20	1	as	as	ADP
aiti-6666	20	2	a	a	DET
aiti-6666	20	3	consequence	consequence	NOUN
aiti-6666	20	4	,	,	PUNCT
aiti-6666	20	5	how	how	SCONJ
aiti-6666	20	6	to	to	PART
aiti-6666	20	7	dispatch	dispatch	VERB
aiti-6666	20	8	shared	share	VERB
aiti-6666	20	9	bicycles	bicycle	NOUN
aiti-6666	20	10	in	in	ADP
aiti-6666	20	11	real	real	ADJ
aiti-6666	20	12	-	-	PUNCT
aiti-6666	20	13	time	time	NOUN
aiti-6666	20	14	,	,	PUNCT
aiti-6666	20	15	or	or	CCONJ
aiti-6666	20	16	in	in	ADP
aiti-6666	20	17	advance	advance	NOUN
aiti-6666	20	18	,	,	PUNCT
aiti-6666	20	19	is	be	AUX
aiti-6666	20	20	an	an	DET
aiti-6666	20	21	especially	especially	ADV
aiti-6666	20	22	important	important	ADJ
aiti-6666	20	23	issue	issue	NOUN
aiti-6666	20	24	.	.	PUNCT
aiti-6666	21	1	*	*	PUNCT
aiti-6666	21	2	corresponding	correspond	VERB
aiti-6666	21	3	author	author	NOUN
aiti-6666	21	4	.	.	PUNCT
aiti-6666	22	1	e	e	X
aiti-6666	22	2	-	-	NOUN
aiti-6666	22	3	mail	mail	NOUN
aiti-6666	22	4	address	address	NOUN
aiti-6666	22	5	:	:	PUNCT
aiti-6666	23	1	shangyuanc@gmail.com	shangyuanc@gmail.com	X
aiti-6666	23	2	tel	tel	PROPN
aiti-6666	23	3	.	.	PUNCT
aiti-6666	23	4	:	:	PUNCT
aiti-6666	24	1	+886	+886	NUM
aiti-6666	24	2	-	-	PUNCT
aiti-6666	24	3	4	4	NUM
aiti-6666	24	4	-	-	SYM
aiti-6666	24	5	24517250	24517250	NUM
aiti-6666	24	6	advances	advance	NOUN
aiti-6666	24	7	in	in	ADP
aiti-6666	24	8	technology	technology	NOUN
aiti-6666	24	9	innovation	innovation	NOUN
aiti-6666	24	10	,	,	PUNCT
aiti-6666	24	11	vol	vol	NOUN
aiti-6666	24	12	.	.	PROPN
aiti-6666	24	13	6	6	NUM
aiti-6666	24	14	,	,	PUNCT
aiti-6666	24	15	no	no	INTJ
aiti-6666	24	16	.	.	NOUN
aiti-6666	24	17	3	3	NUM
aiti-6666	24	18	,	,	PUNCT
aiti-6666	24	19	2021	2021	NUM
aiti-6666	24	20	,	,	PUNCT
aiti-6666	24	21	pp	pp	ADJ
aiti-6666	24	22	.	.	PUNCT
aiti-6666	25	1	146	146	NUM
aiti-6666	25	2	-	-	SYM
aiti-6666	25	3	156	156	NUM
aiti-6666	25	4	in	in	ADP
aiti-6666	25	5	this	this	DET
aiti-6666	25	6	study	study	NOUN
aiti-6666	25	7	,	,	PUNCT
aiti-6666	25	8	we	we	PRON
aiti-6666	25	9	apply	apply	VERB
aiti-6666	25	10	cluster	cluster	NOUN
aiti-6666	25	11	analysis	analysis	NOUN
aiti-6666	25	12	with	with	ADP
aiti-6666	25	13	unsupervised	unsupervised	ADJ
aiti-6666	25	14	learning	learning	NOUN
aiti-6666	25	15	to	to	ADP
aiti-6666	25	16	shared	share	VERB
aiti-6666	25	17	bicycle	bicycle	NOUN
aiti-6666	25	18	flow	flow	NOUN
aiti-6666	25	19	control	control	NOUN
aiti-6666	25	20	and	and	CCONJ
aiti-6666	25	21	dispatching	dispatching	NOUN
aiti-6666	25	22	,	,	PUNCT
aiti-6666	25	23	and	and	CCONJ
aiti-6666	25	24	employ	employ	VERB
aiti-6666	25	25	artificial	artificial	ADJ
aiti-6666	25	26	intelligence	intelligence	NOUN
aiti-6666	25	27	to	to	PART
aiti-6666	25	28	extract	extract	VERB
aiti-6666	25	29	the	the	DET
aiti-6666	25	30	real	real	ADJ
aiti-6666	25	31	and	and	CCONJ
aiti-6666	25	32	full	full	ADJ
aiti-6666	25	33	-	-	PUNCT
aiti-6666	25	34	scale	scale	NOUN
aiti-6666	25	35	transportation	transportation	NOUN
aiti-6666	25	36	rules	rule	NOUN
aiti-6666	25	37	from	from	ADP
aiti-6666	25	38	open	open	ADJ
aiti-6666	25	39	data	datum	NOUN
aiti-6666	25	40	.	.	PUNCT
aiti-6666	26	1	this	this	DET
aiti-6666	26	2	study	study	NOUN
aiti-6666	26	3	’s	’s	PART
aiti-6666	26	4	analysis	analysis	NOUN
aiti-6666	26	5	of	of	ADP
aiti-6666	26	6	the	the	DET
aiti-6666	26	7	times	time	NOUN
aiti-6666	26	8	and	and	CCONJ
aiti-6666	26	9	locations	location	NOUN
aiti-6666	26	10	at	at	ADP
aiti-6666	26	11	which	which	PRON
aiti-6666	26	12	the	the	DET
aiti-6666	26	13	oversupply	oversupply	NOUN
aiti-6666	26	14	or	or	CCONJ
aiti-6666	26	15	shortage	shortage	NOUN
aiti-6666	26	16	of	of	ADP
aiti-6666	26	17	shared	share	VERB
aiti-6666	26	18	bicycles	bicycle	NOUN
aiti-6666	26	19	may	may	AUX
aiti-6666	26	20	occur	occur	VERB
aiti-6666	26	21	in	in	ADP
aiti-6666	26	22	shanghai	shanghai	PROPN
aiti-6666	26	23	will	will	AUX
aiti-6666	26	24	help	help	VERB
aiti-6666	26	25	bicycle	bicycle	NOUN
aiti-6666	26	26	companies	company	NOUN
aiti-6666	26	27	to	to	PART
aiti-6666	26	28	perform	perform	VERB
aiti-6666	26	29	dispatching	dispatch	VERB
aiti-6666	26	30	ahead	ahead	ADV
aiti-6666	26	31	of	of	ADP
aiti-6666	26	32	time	time	NOUN
aiti-6666	26	33	.	.	PUNCT
aiti-6666	27	1	furthermore	furthermore	ADV
aiti-6666	27	2	,	,	PUNCT
aiti-6666	27	3	clustering	clustering	ADJ
aiti-6666	27	4	results	result	NOUN
aiti-6666	27	5	can	can	AUX
aiti-6666	27	6	be	be	AUX
aiti-6666	27	7	used	use	VERB
aiti-6666	27	8	in	in	ADP
aiti-6666	27	9	conjunction	conjunction	NOUN
aiti-6666	27	10	with	with	ADP
aiti-6666	27	11	incentive	incentive	NOUN
aiti-6666	27	12	mechanisms	mechanism	NOUN
aiti-6666	27	13	employing	employ	VERB
aiti-6666	27	14	threshold	threshold	NOUN
aiti-6666	27	15	values	value	NOUN
aiti-6666	27	16	to	to	PART
aiti-6666	27	17	encourage	encourage	VERB
aiti-6666	27	18	bicycle	bicycle	NOUN
aiti-6666	27	19	users	user	NOUN
aiti-6666	27	20	to	to	PART
aiti-6666	27	21	actively	actively	ADV
aiti-6666	27	22	perform	perform	VERB
aiti-6666	27	23	bicycle	bicycle	NOUN
aiti-6666	27	24	dispersal	dispersal	NOUN
aiti-6666	27	25	and	and	CCONJ
aiti-6666	27	26	dispatching	dispatching	NOUN
aiti-6666	27	27	,	,	PUNCT
aiti-6666	27	28	which	which	PRON
aiti-6666	27	29	will	will	AUX
aiti-6666	27	30	boost	boost	VERB
aiti-6666	27	31	the	the	DET
aiti-6666	27	32	carrying	carrying	NOUN
aiti-6666	27	33	capacity	capacity	NOUN
aiti-6666	27	34	of	of	ADP
aiti-6666	27	35	urban	urban	ADJ
aiti-6666	27	36	transportation	transportation	NOUN
aiti-6666	27	37	systems	system	NOUN
aiti-6666	27	38	,	,	PUNCT
aiti-6666	27	39	and	and	CCONJ
aiti-6666	27	40	reduce	reduce	VERB
aiti-6666	27	41	the	the	DET
aiti-6666	27	42	risk	risk	NOUN
aiti-6666	27	43	and	and	CCONJ
aiti-6666	27	44	cost	cost	NOUN
aiti-6666	27	45	of	of	ADP
aiti-6666	27	46	ineffective	ineffective	ADJ
aiti-6666	27	47	dispatching	dispatching	NOUN
aiti-6666	27	48	.	.	PUNCT
aiti-6666	28	1	2	2	X
aiti-6666	28	2	.	.	X
aiti-6666	28	3	literature	literature	NOUN
aiti-6666	28	4	review	review	VERB
aiti-6666	28	5	the	the	DET
aiti-6666	28	6	scope	scope	NOUN
aiti-6666	28	7	of	of	ADP
aiti-6666	28	8	this	this	DET
aiti-6666	28	9	study	study	NOUN
aiti-6666	28	10	includes	include	VERB
aiti-6666	28	11	shared	share	VERB
aiti-6666	28	12	bicycles	bicycle	NOUN
aiti-6666	28	13	and	and	CCONJ
aiti-6666	28	14	cluster	cluster	NOUN
aiti-6666	28	15	analysis	analysis	NOUN
aiti-6666	28	16	;	;	PUNCT
aiti-6666	28	17	the	the	DET
aiti-6666	28	18	following	follow	VERB
aiti-6666	28	19	is	be	AUX
aiti-6666	28	20	a	a	DET
aiti-6666	28	21	review	review	NOUN
aiti-6666	28	22	of	of	ADP
aiti-6666	28	23	the	the	DET
aiti-6666	28	24	literature	literature	NOUN
aiti-6666	28	25	:	:	PUNCT
aiti-6666	28	26	2.1	2.1	NUM
aiti-6666	28	27	.	.	PUNCT
aiti-6666	29	1	shared	share	VERB
aiti-6666	29	2	bicycles	bicycle	NOUN
aiti-6666	29	3	shared	share	VERB
aiti-6666	29	4	bicycle	bicycle	NOUN
aiti-6666	29	5	systems	system	NOUN
aiti-6666	29	6	include	include	VERB
aiti-6666	29	7	docking	docking	NOUN
aiti-6666	29	8	and	and	CCONJ
aiti-6666	29	9	dockless	dockless	ADJ
aiti-6666	29	10	models	model	NOUN
aiti-6666	29	11	.	.	PUNCT
aiti-6666	30	1	the	the	DET
aiti-6666	30	2	world	world	NOUN
aiti-6666	30	3	’s	’s	PART
aiti-6666	30	4	first	first	ADJ
aiti-6666	30	5	intelligent	intelligent	ADJ
aiti-6666	30	6	public	public	ADJ
aiti-6666	30	7	bicycle	bicycle	NOUN
aiti-6666	30	8	system	system	NOUN
aiti-6666	30	9	was	be	AUX
aiti-6666	30	10	the	the	DET
aiti-6666	30	11	vélo’v	vélo’v	NOUN
aiti-6666	30	12	docking	dock	VERB
aiti-6666	30	13	public	public	ADJ
aiti-6666	30	14	bicycle	bicycle	NOUN
aiti-6666	30	15	system	system	NOUN
aiti-6666	30	16	,	,	PUNCT
aiti-6666	30	17	which	which	PRON
aiti-6666	30	18	was	be	AUX
aiti-6666	30	19	established	establish	VERB
aiti-6666	30	20	in	in	ADP
aiti-6666	30	21	lyon	lyon	PROPN
aiti-6666	30	22	,	,	PUNCT
aiti-6666	30	23	france	france	PROPN
aiti-6666	30	24	,	,	PUNCT
aiti-6666	30	25	in	in	ADP
aiti-6666	30	26	2005	2005	NUM
aiti-6666	30	27	[	[	X
aiti-6666	30	28	2	2	NUM
aiti-6666	30	29	]	]	PUNCT
aiti-6666	30	30	.	.	PUNCT
aiti-6666	31	1	nevertheless	nevertheless	ADV
aiti-6666	31	2	,	,	PUNCT
aiti-6666	31	3	docking	dock	VERB
aiti-6666	31	4	shared	share	VERB
aiti-6666	31	5	bicycles	bicycle	NOUN
aiti-6666	31	6	have	have	AUX
aiti-6666	31	7	never	never	ADV
aiti-6666	31	8	caught	catch	VERB
aiti-6666	31	9	on	on	ADP
aiti-6666	31	10	in	in	ADP
aiti-6666	31	11	china	china	PROPN
aiti-6666	31	12	.	.	PUNCT
aiti-6666	32	1	since	since	SCONJ
aiti-6666	32	2	the	the	DET
aiti-6666	32	3	residents	resident	NOUN
aiti-6666	32	4	of	of	ADP
aiti-6666	32	5	china	china	PROPN
aiti-6666	32	6	consider	consider	VERB
aiti-6666	32	7	bicycles	bicycle	NOUN
aiti-6666	32	8	to	to	PART
aiti-6666	32	9	be	be	AUX
aiti-6666	32	10	everyday	everyday	ADJ
aiti-6666	32	11	means	mean	NOUN
aiti-6666	32	12	of	of	ADP
aiti-6666	32	13	transportation	transportation	NOUN
aiti-6666	32	14	,	,	PUNCT
aiti-6666	32	15	many	many	ADJ
aiti-6666	32	16	dockless	dockless	ADJ
aiti-6666	32	17	shared	share	VERB
aiti-6666	32	18	bikes	bike	NOUN
aiti-6666	32	19	began	begin	VERB
aiti-6666	32	20	appearing	appear	VERB
aiti-6666	32	21	in	in	ADP
aiti-6666	32	22	china	china	PROPN
aiti-6666	32	23	during	during	ADP
aiti-6666	32	24	the	the	DET
aiti-6666	32	25	second	second	ADJ
aiti-6666	32	26	half	half	NOUN
aiti-6666	32	27	of	of	ADP
aiti-6666	32	28	2016	2016	NUM
aiti-6666	32	29	.	.	PUNCT
aiti-6666	33	1	they	they	PRON
aiti-6666	33	2	are	be	AUX
aiti-6666	33	3	not	not	PART
aiti-6666	33	4	dependent	dependent	ADJ
aiti-6666	33	5	on	on	ADP
aiti-6666	33	6	the	the	DET
aiti-6666	33	7	fixed	fix	VERB
aiti-6666	33	8	and	and	CCONJ
aiti-6666	33	9	managed	manage	VERB
aiti-6666	33	10	parking	parking	NOUN
aiti-6666	33	11	areas	area	NOUN
aiti-6666	33	12	,	,	PUNCT
aiti-6666	33	13	and	and	CCONJ
aiti-6666	33	14	can	can	AUX
aiti-6666	33	15	be	be	AUX
aiti-6666	33	16	left	leave	VERB
aiti-6666	33	17	in	in	ADP
aiti-6666	33	18	any	any	DET
aiti-6666	33	19	vacant	vacant	ADJ
aiti-6666	33	20	space	space	NOUN
aiti-6666	33	21	along	along	ADP
aiti-6666	33	22	roads	road	NOUN
aiti-6666	33	23	.	.	PUNCT
aiti-6666	34	1	consumers	consumer	NOUN
aiti-6666	34	2	only	only	ADV
aiti-6666	34	3	need	need	VERB
aiti-6666	34	4	to	to	PART
aiti-6666	34	5	use	use	VERB
aiti-6666	34	6	wechat	wechat	NOUN
aiti-6666	34	7	pay	pay	NOUN
aiti-6666	34	8	,	,	PUNCT
aiti-6666	34	9	alipay	alipay	PROPN
aiti-6666	34	10	,	,	PUNCT
aiti-6666	34	11	or	or	CCONJ
aiti-6666	34	12	some	some	DET
aiti-6666	34	13	other	other	ADJ
aiti-6666	34	14	apps	app	NOUN
aiti-6666	34	15	to	to	PART
aiti-6666	34	16	pay	pay	VERB
aiti-6666	34	17	a	a	DET
aiti-6666	34	18	specified	specified	ADJ
aiti-6666	34	19	deposit	deposit	NOUN
aiti-6666	34	20	before	before	ADP
aiti-6666	34	21	using	use	VERB
aiti-6666	34	22	the	the	DET
aiti-6666	34	23	bikes	bike	NOUN
aiti-6666	34	24	.	.	PUNCT
aiti-6666	35	1	the	the	DET
aiti-6666	35	2	following	following	NOUN
aiti-6666	35	3	explains	explain	VERB
aiti-6666	35	4	the	the	DET
aiti-6666	35	5	clustering	cluster	VERB
aiti-6666	35	6	principles	principle	NOUN
aiti-6666	35	7	of	of	ADP
aiti-6666	35	8	the	the	DET
aiti-6666	35	9	docking	docking	NOUN
aiti-6666	35	10	and	and	CCONJ
aiti-6666	35	11	dockless	dockless	ADJ
aiti-6666	35	12	shared	share	VERB
aiti-6666	35	13	bicycles	bicycle	NOUN
aiti-6666	35	14	,	,	PUNCT
aiti-6666	35	15	and	and	CCONJ
aiti-6666	35	16	the	the	DET
aiti-6666	35	17	differences	difference	NOUN
aiti-6666	35	18	between	between	ADP
aiti-6666	35	19	the	the	DET
aiti-6666	35	20	two	two	NUM
aiti-6666	35	21	.	.	PUNCT
aiti-6666	36	1	(	(	PUNCT
aiti-6666	36	2	1	1	X
aiti-6666	36	3	)	)	PUNCT
aiti-6666	36	4	docking	docking	NOUN
aiti-6666	36	5	shared	share	VERB
aiti-6666	36	6	bicycles	bicycle	NOUN
aiti-6666	36	7	and	and	CCONJ
aiti-6666	36	8	their	their	PRON
aiti-6666	36	9	clustering	clustering	ADJ
aiti-6666	36	10	principles	principle	NOUN
aiti-6666	36	11	:	:	PUNCT
aiti-6666	36	12	it	it	PRON
aiti-6666	36	13	is	be	AUX
aiti-6666	36	14	much	much	ADV
aiti-6666	36	15	easier	easy	ADJ
aiti-6666	36	16	and	and	CCONJ
aiti-6666	36	17	more	more	ADV
aiti-6666	36	18	clear	clear	ADV
aiti-6666	36	19	-	-	PUNCT
aiti-6666	36	20	cut	cut	NOUN
aiti-6666	36	21	to	to	PART
aiti-6666	36	22	calculate	calculate	VERB
aiti-6666	36	23	the	the	DET
aiti-6666	36	24	number	number	NOUN
aiti-6666	36	25	of	of	ADP
aiti-6666	36	26	docking	docking	NOUN
aiti-6666	36	27	bikes	bike	NOUN
aiti-6666	36	28	that	that	PRON
aiti-6666	36	29	are	be	AUX
aiti-6666	36	30	taken	take	VERB
aiti-6666	36	31	or	or	CCONJ
aiti-6666	36	32	returned	return	VERB
aiti-6666	36	33	than	than	ADP
aiti-6666	36	34	dockless	dockless	ADJ
aiti-6666	36	35	bikes	bike	NOUN
aiti-6666	36	36	.	.	PUNCT
aiti-6666	37	1	to	to	PART
aiti-6666	37	2	predict	predict	VERB
aiti-6666	37	3	the	the	DET
aiti-6666	37	4	number	number	NOUN
aiti-6666	37	5	of	of	ADP
aiti-6666	37	6	bikes	bike	NOUN
aiti-6666	37	7	at	at	ADP
aiti-6666	37	8	each	each	DET
aiti-6666	37	9	group	group	NOUN
aiti-6666	37	10	of	of	ADP
aiti-6666	37	11	docks	dock	NOUN
aiti-6666	37	12	in	in	ADP
aiti-6666	37	13	a	a	DET
aiti-6666	37	14	city	city	NOUN
aiti-6666	37	15	as	as	ADP
aiti-6666	37	16	a	a	DET
aiti-6666	37	17	whole	whole	NOUN
aiti-6666	37	18	and	and	CCONJ
aiti-6666	37	19	after	after	ADP
aiti-6666	37	20	clustering	cluster	VERB
aiti-6666	37	21	,	,	PUNCT
aiti-6666	37	22	it	it	PRON
aiti-6666	37	23	is	be	AUX
aiti-6666	37	24	first	first	ADV
aiti-6666	37	25	necessary	necessary	ADJ
aiti-6666	37	26	to	to	PART
aiti-6666	37	27	perform	perform	VERB
aiti-6666	37	28	the	the	DET
aiti-6666	37	29	grouping	grouping	NOUN
aiti-6666	37	30	of	of	ADP
aiti-6666	37	31	the	the	DET
aiti-6666	37	32	docking	docking	NOUN
aiti-6666	37	33	points	point	NOUN
aiti-6666	37	34	.	.	PUNCT
aiti-6666	38	1	in	in	ADP
aiti-6666	38	2	the	the	DET
aiti-6666	38	3	case	case	NOUN
aiti-6666	38	4	of	of	ADP
aiti-6666	38	5	docking	dock	VERB
aiti-6666	38	6	shared	shared	ADJ
aiti-6666	38	7	bikes	bike	NOUN
aiti-6666	38	8	,	,	PUNCT
aiti-6666	38	9	because	because	SCONJ
aiti-6666	38	10	the	the	DET
aiti-6666	38	11	locations	location	NOUN
aiti-6666	38	12	at	at	ADP
aiti-6666	38	13	which	which	PRON
aiti-6666	38	14	bicycles	bicycle	NOUN
aiti-6666	38	15	can	can	AUX
aiti-6666	38	16	be	be	AUX
aiti-6666	38	17	obtained	obtain	VERB
aiti-6666	38	18	or	or	CCONJ
aiti-6666	38	19	returned	return	VERB
aiti-6666	38	20	are	be	AUX
aiti-6666	38	21	limited	limit	VERB
aiti-6666	38	22	to	to	ADP
aiti-6666	38	23	places	place	NOUN
aiti-6666	38	24	where	where	SCONJ
aiti-6666	38	25	docks	dock	NOUN
aiti-6666	38	26	are	be	AUX
aiti-6666	38	27	present	present	ADJ
aiti-6666	38	28	,	,	PUNCT
aiti-6666	38	29	it	it	PRON
aiti-6666	38	30	is	be	AUX
aiti-6666	38	31	only	only	ADV
aiti-6666	38	32	necessary	necessary	ADJ
aiti-6666	38	33	to	to	PART
aiti-6666	38	34	perform	perform	VERB
aiti-6666	38	35	clustering	clustering	NOUN
aiti-6666	38	36	of	of	ADP
aiti-6666	38	37	the	the	DET
aiti-6666	38	38	fixed	fix	VERB
aiti-6666	38	39	docks	dock	NOUN
aiti-6666	38	40	,	,	PUNCT
aiti-6666	38	41	instead	instead	ADV
aiti-6666	38	42	of	of	ADP
aiti-6666	38	43	the	the	DET
aiti-6666	38	44	bikes	bike	NOUN
aiti-6666	38	45	themselves	themselves	PRON
aiti-6666	38	46	.	.	PUNCT
aiti-6666	39	1	if	if	SCONJ
aiti-6666	39	2	within	within	ADP
aiti-6666	39	3	a	a	DET
aiti-6666	39	4	specific	specific	ADJ
aiti-6666	39	5	geographical	geographical	ADJ
aiti-6666	39	6	scope	scope	NOUN
aiti-6666	39	7	,	,	PUNCT
aiti-6666	39	8	we	we	PRON
aiti-6666	39	9	divide	divide	VERB
aiti-6666	39	10	n	n	PRON
aiti-6666	39	11	docks	dock	NOUN
aiti-6666	39	12	into	into	ADP
aiti-6666	39	13	m	m	PROPN
aiti-6666	39	14	groups	group	NOUN
aiti-6666	39	15	(	(	PUNCT
aiti-6666	39	16	n	n	CCONJ
aiti-6666	39	17	>	>	X
aiti-6666	39	18	m	m	PROPN
aiti-6666	39	19	)	)	PUNCT
aiti-6666	39	20	,	,	PUNCT
aiti-6666	39	21	calculate	calculate	VERB
aiti-6666	39	22	the	the	DET
aiti-6666	39	23	probability	probability	NOUN
aiti-6666	39	24	of	of	ADP
aiti-6666	39	25	bikes	bike	NOUN
aiti-6666	39	26	moving	move	VERB
aiti-6666	39	27	among	among	ADP
aiti-6666	39	28	the	the	DET
aiti-6666	39	29	m	m	NOUN
aiti-6666	39	30	groups	group	NOUN
aiti-6666	39	31	,	,	PUNCT
aiti-6666	39	32	and	and	CCONJ
aiti-6666	39	33	analyze	analyze	VERB
aiti-6666	39	34	their	their	PRON
aiti-6666	39	35	historical	historical	ADJ
aiti-6666	39	36	data	datum	NOUN
aiti-6666	39	37	(	(	PUNCT
aiti-6666	39	38	including	include	VERB
aiti-6666	39	39	time	time	NOUN
aiti-6666	39	40	,	,	PUNCT
aiti-6666	39	41	climate	climate	NOUN
aiti-6666	39	42	,	,	PUNCT
aiti-6666	39	43	notable	notable	ADJ
aiti-6666	39	44	events	event	NOUN
aiti-6666	39	45	,	,	PUNCT
aiti-6666	39	46	and	and	CCONJ
aiti-6666	39	47	other	other	ADJ
aiti-6666	39	48	influencing	influence	VERB
aiti-6666	39	49	factors	factor	NOUN
aiti-6666	39	50	)	)	PUNCT
aiti-6666	39	51	,	,	PUNCT
aiti-6666	39	52	we	we	PRON
aiti-6666	39	53	can	can	AUX
aiti-6666	39	54	then	then	ADV
aiti-6666	39	55	predict	predict	VERB
aiti-6666	39	56	future	future	ADJ
aiti-6666	39	57	movement	movement	NOUN
aiti-6666	39	58	trends	trend	NOUN
aiti-6666	39	59	[	[	X
aiti-6666	39	60	3	3	NUM
aiti-6666	39	61	]	]	PUNCT
aiti-6666	39	62	.	.	PUNCT
aiti-6666	40	1	(	(	PUNCT
aiti-6666	40	2	2	2	X
aiti-6666	40	3	)	)	PUNCT
aiti-6666	40	4	dockless	dockless	ADJ
aiti-6666	40	5	shared	share	VERB
aiti-6666	40	6	bikes	bike	NOUN
aiti-6666	40	7	and	and	CCONJ
aiti-6666	40	8	their	their	PRON
aiti-6666	40	9	clustering	clustering	ADJ
aiti-6666	40	10	principles	principle	NOUN
aiti-6666	40	11	:	:	PUNCT
aiti-6666	40	12	unlike	unlike	ADP
aiti-6666	40	13	the	the	DET
aiti-6666	40	14	case	case	NOUN
aiti-6666	40	15	of	of	ADP
aiti-6666	40	16	shared	share	VERB
aiti-6666	40	17	bicycles	bicycle	NOUN
aiti-6666	40	18	with	with	ADP
aiti-6666	40	19	fixed	fix	VERB
aiti-6666	40	20	docks	dock	NOUN
aiti-6666	40	21	,	,	PUNCT
aiti-6666	40	22	the	the	DET
aiti-6666	40	23	clustering	clustering	NOUN
aiti-6666	40	24	of	of	ADP
aiti-6666	40	25	dockless	dockless	ADJ
aiti-6666	40	26	shared	share	VERB
aiti-6666	40	27	bicycles	bicycle	NOUN
aiti-6666	40	28	changes	change	NOUN
aiti-6666	40	29	with	with	ADP
aiti-6666	40	30	time	time	NOUN
aiti-6666	40	31	,	,	PUNCT
aiti-6666	40	32	and	and	CCONJ
aiti-6666	40	33	it	it	PRON
aiti-6666	40	34	is	be	AUX
aiti-6666	40	35	challenging	challenge	VERB
aiti-6666	40	36	to	to	PART
aiti-6666	40	37	calculate	calculate	VERB
aiti-6666	40	38	check	check	NOUN
aiti-6666	40	39	-	-	PUNCT
aiti-6666	40	40	out	out	NOUN
aiti-6666	40	41	and	and	CCONJ
aiti-6666	40	42	check	check	VERB
aiti-6666	40	43	-	-	PUNCT
aiti-6666	40	44	in	in	ADP
aiti-6666	40	45	probabilities	probability	NOUN
aiti-6666	40	46	.	.	PUNCT
aiti-6666	41	1	one	one	NUM
aiti-6666	41	2	feasible	feasible	ADJ
aiti-6666	41	3	approach	approach	NOUN
aiti-6666	41	4	that	that	PRON
aiti-6666	41	5	can	can	AUX
aiti-6666	41	6	be	be	AUX
aiti-6666	41	7	employed	employ	VERB
aiti-6666	41	8	to	to	ADP
aiti-6666	41	9	cluster	cluster	NOUN
aiti-6666	41	10	dockless	dockless	NOUN
aiti-6666	41	11	shared	share	VERB
aiti-6666	41	12	bicycles	bicycle	NOUN
aiti-6666	41	13	is	be	AUX
aiti-6666	41	14	to	to	PART
aiti-6666	41	15	perform	perform	VERB
aiti-6666	41	16	clustering	clustering	NOUN
aiti-6666	41	17	of	of	ADP
aiti-6666	41	18	the	the	DET
aiti-6666	41	19	coordinates	coordinate	NOUN
aiti-6666	41	20	of	of	ADP
aiti-6666	41	21	the	the	DET
aiti-6666	41	22	bicycles	bicycle	NOUN
aiti-6666	41	23	’	'	PUNCT
aiti-6666	41	24	check	check	NOUN
aiti-6666	41	25	-	-	PUNCT
aiti-6666	41	26	out	out	NOUN
aiti-6666	41	27	and	and	CCONJ
aiti-6666	41	28	check	check	VERB
aiti-6666	41	29	-	-	PUNCT
aiti-6666	41	30	in	in	ADP
aiti-6666	41	31	locations	location	NOUN
aiti-6666	41	32	.	.	PUNCT
aiti-6666	42	1	however	however	ADV
aiti-6666	42	2	,	,	PUNCT
aiti-6666	42	3	it	it	PRON
aiti-6666	42	4	is	be	AUX
aiti-6666	42	5	still	still	ADV
aiti-6666	42	6	hard	hard	ADJ
aiti-6666	42	7	to	to	PART
aiti-6666	42	8	perform	perform	VERB
aiti-6666	42	9	direct	direct	ADJ
aiti-6666	42	10	clustering	clustering	NOUN
aiti-6666	42	11	due	due	ADP
aiti-6666	42	12	to	to	ADP
aiti-6666	42	13	the	the	DET
aiti-6666	42	14	fact	fact	NOUN
aiti-6666	42	15	that	that	SCONJ
aiti-6666	42	16	check	check	VERB
aiti-6666	42	17	-	-	PUNCT
aiti-6666	42	18	out	out	ADP
aiti-6666	42	19	points	point	NOUN
aiti-6666	42	20	and	and	CCONJ
aiti-6666	42	21	check	check	NOUN
aiti-6666	42	22	-	-	PUNCT
aiti-6666	42	23	in	in	ADP
aiti-6666	42	24	points	point	NOUN
aiti-6666	42	25	have	have	AUX
aiti-6666	42	26	an	an	DET
aiti-6666	42	27	irregular	irregular	ADJ
aiti-6666	42	28	and	and	CCONJ
aiti-6666	42	29	macro	macro	ADJ
aiti-6666	42	30	distribution	distribution	NOUN
aiti-6666	42	31	.	.	PUNCT
aiti-6666	43	1	moreover	moreover	ADV
aiti-6666	43	2	,	,	PUNCT
aiti-6666	43	3	the	the	DET
aiti-6666	43	4	clustering	clustering	NOUN
aiti-6666	43	5	of	of	ADP
aiti-6666	43	6	dockless	dockless	ADJ
aiti-6666	43	7	shared	share	VERB
aiti-6666	43	8	bicycles	bicycle	NOUN
aiti-6666	43	9	must	must	AUX
aiti-6666	43	10	also	also	ADV
aiti-6666	43	11	reflect	reflect	VERB
aiti-6666	43	12	the	the	DET
aiti-6666	43	13	precondition	precondition	NOUN
aiti-6666	43	14	that	that	SCONJ
aiti-6666	43	15	users	user	NOUN
aiti-6666	43	16	within	within	ADP
aiti-6666	43	17	each	each	DET
aiti-6666	43	18	cluster	cluster	NOUN
aiti-6666	43	19	can	can	AUX
aiti-6666	43	20	easily	easily	ADV
aiti-6666	43	21	find	find	VERB
aiti-6666	43	22	out	out	ADP
aiti-6666	43	23	usable	usable	ADJ
aiti-6666	43	24	shared	share	VERB
aiti-6666	43	25	bicycles	bicycle	NOUN
aiti-6666	43	26	within	within	ADP
aiti-6666	43	27	a	a	DET
aiti-6666	43	28	comfortable	comfortable	ADJ
aiti-6666	43	29	walking	walking	NOUN
aiti-6666	43	30	distance	distance	NOUN
aiti-6666	43	31	.	.	PUNCT
aiti-6666	44	1	besides	besides	SCONJ
aiti-6666	44	2	,	,	PUNCT
aiti-6666	44	3	the	the	DET
aiti-6666	44	4	most	most	ADV
aiti-6666	44	5	suitable	suitable	ADJ
aiti-6666	44	6	walking	walking	NOUN
aiti-6666	44	7	distance	distance	NOUN
aiti-6666	44	8	is	be	AUX
aiti-6666	44	9	affected	affect	VERB
aiti-6666	44	10	by	by	ADP
aiti-6666	44	11	climatic	climatic	ADJ
aiti-6666	44	12	conditions	condition	NOUN
aiti-6666	44	13	,	,	PUNCT
aiti-6666	44	14	vertical	vertical	ADJ
aiti-6666	44	15	distance	distance	NOUN
aiti-6666	44	16	,	,	PUNCT
aiti-6666	44	17	and	and	CCONJ
aiti-6666	44	18	a	a	DET
aiti-6666	44	19	city	city	NOUN
aiti-6666	44	20	’s	’s	PART
aiti-6666	44	21	state	state	NOUN
aiti-6666	44	22	of	of	ADP
aiti-6666	44	23	economic	economic	ADJ
aiti-6666	44	24	development	development	NOUN
aiti-6666	45	1	[	[	X
aiti-6666	45	2	4	4	NUM
aiti-6666	45	3	]	]	PUNCT
aiti-6666	45	4	.	.	PUNCT
aiti-6666	46	1	in	in	ADP
aiti-6666	46	2	the	the	DET
aiti-6666	46	3	case	case	NOUN
aiti-6666	46	4	of	of	ADP
aiti-6666	46	5	shanghai	shanghai	PROPN
aiti-6666	46	6	community	community	NOUN
aiti-6666	46	7	residents	resident	NOUN
aiti-6666	46	8	,	,	PUNCT
aiti-6666	46	9	taking	take	VERB
aiti-6666	46	10	a	a	DET
aiti-6666	46	11	walking	walking	NOUN
aiti-6666	46	12	distance	distance	NOUN
aiti-6666	46	13	of	of	ADP
aiti-6666	46	14	787	787	NUM
aiti-6666	46	15	m	m	NOUN
aiti-6666	46	16	as	as	ADP
aiti-6666	46	17	a	a	DET
aiti-6666	46	18	dividing	dividing	NOUN
aiti-6666	46	19	point	point	NOUN
aiti-6666	46	20	,	,	PUNCT
aiti-6666	46	21	residents	resident	NOUN
aiti-6666	46	22	would	would	AUX
aiti-6666	46	23	choose	choose	VERB
aiti-6666	46	24	to	to	PART
aiti-6666	46	25	walk	walk	VERB
aiti-6666	46	26	when	when	SCONJ
aiti-6666	46	27	the	the	DET
aiti-6666	46	28	distance	distance	NOUN
aiti-6666	46	29	is	be	AUX
aiti-6666	46	30	shorter	short	ADJ
aiti-6666	46	31	than	than	ADP
aiti-6666	46	32	787	787	NUM
aiti-6666	46	33	m	m	NOUN
aiti-6666	46	34	,	,	PUNCT
aiti-6666	46	35	but	but	CCONJ
aiti-6666	46	36	would	would	AUX
aiti-6666	46	37	very	very	ADV
aiti-6666	46	38	seldom	seldom	ADV
aiti-6666	46	39	choose	choose	VERB
aiti-6666	46	40	to	to	PART
aiti-6666	46	41	walk	walk	VERB
aiti-6666	46	42	when	when	SCONJ
aiti-6666	46	43	the	the	DET
aiti-6666	46	44	distance	distance	NOUN
aiti-6666	46	45	is	be	AUX
aiti-6666	46	46	longer	long	ADJ
aiti-6666	46	47	than	than	ADP
aiti-6666	46	48	787	787	NUM
aiti-6666	46	49	m	m	NOUN
aiti-6666	47	1	[	[	X
aiti-6666	47	2	5	5	NUM
aiti-6666	47	3	]	]	PUNCT
aiti-6666	47	4	.	.	PUNCT
aiti-6666	48	1	this	this	DET
aiti-6666	48	2	study	study	NOUN
aiti-6666	48	3	,	,	PUNCT
aiti-6666	48	4	therefore	therefore	ADV
aiti-6666	48	5	,	,	PUNCT
aiti-6666	48	6	adopts	adopt	VERB
aiti-6666	48	7	the	the	DET
aiti-6666	48	8	round	round	ADJ
aiti-6666	48	9	figure	figure	NOUN
aiti-6666	48	10	of	of	ADP
aiti-6666	48	11	787	787	NUM
aiti-6666	48	12	m	m	NOUN
aiti-6666	48	13	as	as	ADP
aiti-6666	48	14	the	the	DET
aiti-6666	48	15	scope	scope	NOUN
aiti-6666	48	16	of	of	ADP
aiti-6666	48	17	the	the	DET
aiti-6666	48	18	most	most	ADV
aiti-6666	48	19	suitable	suitable	ADJ
aiti-6666	48	20	walking	walking	NOUN
aiti-6666	48	21	distance	distance	NOUN
aiti-6666	48	22	;	;	PUNCT
aiti-6666	48	23	787	787	NUM
aiti-6666	48	24	m	m	NOUN
aiti-6666	48	25	is	be	AUX
aiti-6666	48	26	established	establish	VERB
aiti-6666	48	27	as	as	ADP
aiti-6666	48	28	the	the	DET
aiti-6666	48	29	baseline	baseline	NOUN
aiti-6666	48	30	scope	scope	NOUN
aiti-6666	48	31	of	of	ADP
aiti-6666	48	32	clusters	cluster	NOUN
aiti-6666	48	33	in	in	ADP
aiti-6666	48	34	the	the	DET
aiti-6666	48	35	remainder	remainder	NOUN
aiti-6666	48	36	of	of	ADP
aiti-6666	48	37	this	this	DET
aiti-6666	48	38	paper	paper	NOUN
aiti-6666	48	39	.	.	PUNCT
aiti-6666	49	1	since	since	SCONJ
aiti-6666	49	2	787	787	NUM
aiti-6666	49	3	m	m	VERB
aiti-6666	49	4	is	be	AUX
aiti-6666	49	5	roughly	roughly	ADV
aiti-6666	49	6	equivalent	equivalent	ADJ
aiti-6666	49	7	to	to	ADP
aiti-6666	49	8	the	the	DET
aiti-6666	49	9	distance	distance	NOUN
aiti-6666	49	10	that	that	PRON
aiti-6666	49	11	can	can	AUX
aiti-6666	49	12	be	be	AUX
aiti-6666	49	13	walked	walk	VERB
aiti-6666	49	14	in	in	ADP
aiti-6666	49	15	10	10	NUM
aiti-6666	49	16	minutes	minute	NOUN
aiti-6666	49	17	,	,	PUNCT
aiti-6666	49	18	it	it	PRON
aiti-6666	49	19	is	be	AUX
aiti-6666	49	20	a	a	DET
aiti-6666	49	21	representative	representative	ADJ
aiti-6666	49	22	figure	figure	NOUN
aiti-6666	49	23	of	of	ADP
aiti-6666	49	24	daily	daily	ADJ
aiti-6666	49	25	walking	walking	NOUN
aiti-6666	49	26	distance	distance	NOUN
aiti-6666	49	27	.	.	PUNCT
aiti-6666	50	1	as	as	SCONJ
aiti-6666	50	2	shown	show	VERB
aiti-6666	50	3	in	in	ADP
aiti-6666	50	4	fig	fig	NOUN
aiti-6666	50	5	.	.	PUNCT
aiti-6666	51	1	1	1	NUM
aiti-6666	51	2	,	,	PUNCT
aiti-6666	51	3	in	in	ADP
aiti-6666	51	4	a	a	DET
aiti-6666	51	5	zone	zone	NOUN
aiti-6666	51	6	,	,	PUNCT
aiti-6666	51	7	the	the	DET
aiti-6666	51	8	distance	distance	NOUN
aiti-6666	51	9	for	for	SCONJ
aiti-6666	51	10	users	user	NOUN
aiti-6666	51	11	to	to	PART
aiti-6666	51	12	find	find	VERB
aiti-6666	51	13	a	a	DET
aiti-6666	51	14	bicycle	bicycle	NOUN
aiti-6666	51	15	should	should	AUX
aiti-6666	51	16	not	not	PART
aiti-6666	51	17	exceed	exceed	VERB
aiti-6666	51	18	the	the	DET
aiti-6666	51	19	“	"	PUNCT
aiti-6666	51	20	optimum	optimum	ADJ
aiti-6666	51	21	walking	walking	NOUN
aiti-6666	51	22	distance	distance	NOUN
aiti-6666	51	23	”	"	PUNCT
aiti-6666	51	24	.	.	PUNCT
aiti-6666	52	1	the	the	DET
aiti-6666	52	2	minimum	minimum	ADJ
aiti-6666	52	3	diagonal	diagonal	NOUN
aiti-6666	52	4	of	of	ADP
aiti-6666	52	5	the	the	DET
aiti-6666	52	6	equilateral	equilateral	ADJ
aiti-6666	52	7	rectangle	rectangle	NOUN
aiti-6666	52	8	is	be	AUX
aiti-6666	52	9	787	787	NUM
aiti-6666	52	10	m	m	NOUN
aiti-6666	52	11	,	,	PUNCT
aiti-6666	52	12	which	which	PRON
aiti-6666	52	13	corresponds	correspond	VERB
aiti-6666	52	14	approximately	approximately	ADV
aiti-6666	52	15	to	to	ADP
aiti-6666	52	16	the	the	DET
aiti-6666	52	17	cell	cell	NOUN
aiti-6666	52	18	grid	grid	NOUN
aiti-6666	52	19	with	with	ADP
aiti-6666	52	20	a	a	DET
aiti-6666	52	21	side	side	NOUN
aiti-6666	52	22	length	length	NOUN
aiti-6666	52	23	of	of	ADP
aiti-6666	52	24	550	550	NUM
aiti-6666	52	25	m	m	NOUN
aiti-6666	52	26	,	,	PUNCT
aiti-6666	52	27	reflecting	reflect	VERB
aiti-6666	52	28	the	the	DET
aiti-6666	52	29	unit	unit	NOUN
aiti-6666	52	30	distance	distance	NOUN
aiti-6666	52	31	of	of	ADP
aiti-6666	52	32	the	the	DET
aiti-6666	52	33	longitude	longitude	NOUN
aiti-6666	52	34	and	and	CCONJ
aiti-6666	52	35	latitude	latitude	NOUN
aiti-6666	52	36	grid	grid	NOUN
aiti-6666	52	37	in	in	ADP
aiti-6666	52	38	the	the	DET
aiti-6666	52	39	shanghai	shanghai	PROPN
aiti-6666	52	40	area	area	NOUN
aiti-6666	52	41	.	.	PUNCT
aiti-6666	53	1	147	147	NUM
aiti-6666	53	2	advances	advance	NOUN
aiti-6666	53	3	in	in	ADP
aiti-6666	53	4	technology	technology	NOUN
aiti-6666	53	5	innovation	innovation	NOUN
aiti-6666	53	6	,	,	PUNCT
aiti-6666	53	7	vol	vol	NOUN
aiti-6666	53	8	.	.	PROPN
aiti-6666	53	9	6	6	NUM
aiti-6666	53	10	,	,	PUNCT
aiti-6666	53	11	no	no	INTJ
aiti-6666	53	12	.	.	NOUN
aiti-6666	53	13	3	3	NUM
aiti-6666	53	14	,	,	PUNCT
aiti-6666	53	15	2021	2021	NUM
aiti-6666	53	16	,	,	PUNCT
aiti-6666	53	17	pp	pp	ADJ
aiti-6666	53	18	.	.	PUNCT
aiti-6666	54	1	146	146	NUM
aiti-6666	54	2	-	-	SYM
aiti-6666	54	3	156	156	NUM
aiti-6666	54	4	fig	fig	NOUN
aiti-6666	54	5	.	.	PUNCT
aiti-6666	55	1	1	1	NUM
aiti-6666	55	2	the	the	DET
aiti-6666	55	3	hypothesis	hypothesis	NOUN
aiti-6666	55	4	for	for	ADP
aiti-6666	55	5	the	the	DET
aiti-6666	55	6	cell	cell	NOUN
aiti-6666	55	7	grid	grid	NOUN
aiti-6666	55	8	2.2	2.2	NUM
aiti-6666	55	9	.	.	PUNCT
aiti-6666	56	1	cluster	cluster	NOUN
aiti-6666	56	2	analysis	analysis	NOUN
aiti-6666	56	3	as	as	SCONJ
aiti-6666	56	4	described	describe	VERB
aiti-6666	56	5	above	above	ADV
aiti-6666	56	6	,	,	PUNCT
aiti-6666	56	7	the	the	DET
aiti-6666	56	8	methods	method	NOUN
aiti-6666	56	9	and	and	CCONJ
aiti-6666	56	10	algorithms	algorithm	NOUN
aiti-6666	56	11	used	use	VERB
aiti-6666	56	12	to	to	PART
aiti-6666	56	13	cluster	cluster	VERB
aiti-6666	56	14	shared	share	VERB
aiti-6666	56	15	bikes	bike	NOUN
aiti-6666	56	16	affect	affect	VERB
aiti-6666	56	17	the	the	DET
aiti-6666	56	18	shared	share	VERB
aiti-6666	56	19	bicycle	bicycle	NOUN
aiti-6666	56	20	flow	flow	NOUN
aiti-6666	56	21	prediction	prediction	NOUN
aiti-6666	56	22	and	and	CCONJ
aiti-6666	56	23	dispatching	dispatch	VERB
aiti-6666	56	24	ability	ability	NOUN
aiti-6666	56	25	.	.	PUNCT
aiti-6666	57	1	in	in	ADP
aiti-6666	57	2	machine	machine	NOUN
aiti-6666	57	3	learning	learning	NOUN
aiti-6666	57	4	,	,	PUNCT
aiti-6666	57	5	the	the	DET
aiti-6666	57	6	use	use	NOUN
aiti-6666	57	7	of	of	ADP
aiti-6666	57	8	clustering	clustering	ADJ
aiti-6666	57	9	methods	method	NOUN
aiti-6666	57	10	and	and	CCONJ
aiti-6666	57	11	the	the	DET
aiti-6666	57	12	derivation	derivation	NOUN
aiti-6666	57	13	of	of	ADP
aiti-6666	57	14	clustering	clustering	ADJ
aiti-6666	57	15	algorithms	algorithm	NOUN
aiti-6666	57	16	are	be	AUX
aiti-6666	57	17	referred	refer	VERB
aiti-6666	57	18	to	to	ADP
aiti-6666	57	19	as	as	ADP
aiti-6666	57	20	“	"	PUNCT
aiti-6666	57	21	cluster	cluster	NOUN
aiti-6666	57	22	analysis	analysis	NOUN
aiti-6666	57	23	”	"	PUNCT
aiti-6666	57	24	.	.	PUNCT
aiti-6666	58	1	cluster	cluster	NOUN
aiti-6666	58	2	analysis	analysis	NOUN
aiti-6666	58	3	is	be	AUX
aiti-6666	58	4	defined	define	VERB
aiti-6666	58	5	as	as	ADP
aiti-6666	58	6	the	the	DET
aiti-6666	58	7	division	division	NOUN
aiti-6666	58	8	of	of	ADP
aiti-6666	58	9	different	different	ADJ
aiti-6666	58	10	objects	object	NOUN
aiti-6666	58	11	into	into	ADP
aiti-6666	58	12	homogeneous	homogeneous	ADJ
aiti-6666	58	13	subgroups	subgroup	NOUN
aiti-6666	58	14	[	[	X
aiti-6666	58	15	6	6	NUM
aiti-6666	58	16	]	]	PUNCT
aiti-6666	58	17	.	.	PUNCT
aiti-6666	59	1	data	datum	NOUN
aiti-6666	59	2	clustering	clustering	NOUN
aiti-6666	59	3	is	be	AUX
aiti-6666	59	4	ordinarily	ordinarily	ADV
aiti-6666	59	5	classified	classify	VERB
aiti-6666	59	6	as	as	ADP
aiti-6666	59	7	unsupervised	unsupervised	ADJ
aiti-6666	59	8	learning	learning	NOUN
aiti-6666	59	9	.	.	PUNCT
aiti-6666	60	1	while	while	SCONJ
aiti-6666	60	2	clustering	cluster	VERB
aiti-6666	60	3	and	and	CCONJ
aiti-6666	60	4	classification	classification	NOUN
aiti-6666	60	5	are	be	AUX
aiti-6666	60	6	easily	easily	ADV
aiti-6666	60	7	confused	confuse	VERB
aiti-6666	60	8	,	,	PUNCT
aiti-6666	60	9	particularly	particularly	ADV
aiti-6666	60	10	in	in	ADP
aiti-6666	60	11	data	data	NOUN
aiti-6666	60	12	mining	mining	NOUN
aiti-6666	60	13	,	,	PUNCT
aiti-6666	60	14	the	the	DET
aiti-6666	60	15	difference	difference	NOUN
aiti-6666	60	16	between	between	ADP
aiti-6666	60	17	clustering	clustering	NOUN
aiti-6666	60	18	and	and	CCONJ
aiti-6666	60	19	classification	classification	NOUN
aiti-6666	60	20	lies	lie	VERB
aiti-6666	60	21	in	in	ADP
aiti-6666	60	22	the	the	DET
aiti-6666	60	23	fact	fact	NOUN
aiti-6666	60	24	that	that	SCONJ
aiti-6666	60	25	clustering	clustering	NOUN
aiti-6666	60	26	is	be	AUX
aiti-6666	60	27	a	a	DET
aiti-6666	60	28	process	process	NOUN
aiti-6666	60	29	of	of	ADP
aiti-6666	60	30	grouping	group	VERB
aiti-6666	60	31	to	to	PART
aiti-6666	60	32	form	form	NOUN
aiti-6666	60	33	samples	sample	NOUN
aiti-6666	60	34	,	,	PUNCT
aiti-6666	60	35	where	where	SCONJ
aiti-6666	60	36	the	the	DET
aiti-6666	60	37	examples	example	NOUN
aiti-6666	60	38	are	be	AUX
aiti-6666	60	39	adjacent	adjacent	ADJ
aiti-6666	60	40	in	in	ADP
aiti-6666	60	41	space	space	NOUN
aiti-6666	60	42	.	.	PUNCT
aiti-6666	61	1	in	in	ADP
aiti-6666	61	2	contrast	contrast	NOUN
aiti-6666	61	3	,	,	PUNCT
aiti-6666	61	4	classification	classification	NOUN
aiti-6666	61	5	involves	involve	VERB
aiti-6666	61	6	attaching	attach	VERB
aiti-6666	61	7	labels	label	NOUN
aiti-6666	61	8	to	to	ADP
aiti-6666	61	9	samples	sample	NOUN
aiti-6666	61	10	,	,	PUNCT
aiti-6666	61	11	where	where	SCONJ
aiti-6666	61	12	the	the	DET
aiti-6666	61	13	labels	label	NOUN
aiti-6666	61	14	are	be	AUX
aiti-6666	61	15	derived	derive	VERB
aiti-6666	61	16	from	from	ADP
aiti-6666	61	17	supervised	supervised	ADJ
aiti-6666	61	18	external	external	ADJ
aiti-6666	61	19	standards	standard	NOUN
aiti-6666	61	20	.	.	PUNCT
aiti-6666	62	1	in	in	ADP
aiti-6666	62	2	other	other	ADJ
aiti-6666	62	3	words	word	NOUN
aiti-6666	62	4	,	,	PUNCT
aiti-6666	62	5	clustering	clustering	NOUN
aiti-6666	62	6	constitutes	constitute	VERB
aiti-6666	62	7	an	an	DET
aiti-6666	62	8	unsupervised	unsupervised	ADJ
aiti-6666	62	9	grouping	grouping	NOUN
aiti-6666	62	10	process	process	NOUN
aiti-6666	62	11	,	,	PUNCT
aiti-6666	62	12	where	where	SCONJ
aiti-6666	62	13	groups	group	NOUN
aiti-6666	62	14	are	be	AUX
aiti-6666	62	15	formed	form	VERB
aiti-6666	62	16	after	after	SCONJ
aiti-6666	62	17	data	datum	NOUN
aiti-6666	62	18	has	have	AUX
aiti-6666	62	19	been	be	AUX
aiti-6666	62	20	input	input	VERB
aiti-6666	62	21	naturally	naturally	ADV
aiti-6666	62	22	[	[	X
aiti-6666	62	23	7	7	NUM
aiti-6666	62	24	]	]	PUNCT
aiti-6666	62	25	,	,	PUNCT
aiti-6666	62	26	but	but	CCONJ
aiti-6666	62	27	the	the	DET
aiti-6666	62	28	classification	classification	NOUN
aiti-6666	62	29	is	be	AUX
aiti-6666	62	30	supervised	supervise	VERB
aiti-6666	62	31	and	and	CCONJ
aiti-6666	62	32	involves	involve	VERB
aiti-6666	62	33	other	other	ADJ
aiti-6666	62	34	external	external	ADJ
aiti-6666	62	35	information	information	NOUN
aiti-6666	62	36	.	.	PUNCT
aiti-6666	63	1	unsupervised	unsupervised	ADJ
aiti-6666	63	2	neural	neural	ADJ
aiti-6666	63	3	networks	network	NOUN
aiti-6666	63	4	can	can	AUX
aiti-6666	63	5	uncover	uncover	VERB
aiti-6666	63	6	essential	essential	ADJ
aiti-6666	63	7	characteristics	characteristic	NOUN
aiti-6666	63	8	,	,	PUNCT
aiti-6666	63	9	or	or	CCONJ
aiti-6666	63	10	that	that	PRON
aiti-6666	63	11	may	may	AUX
aiti-6666	63	12	be	be	AUX
aiti-6666	63	13	overlooked	overlook	VERB
aiti-6666	63	14	,	,	PUNCT
aiti-6666	63	15	from	from	ADP
aiti-6666	63	16	data	datum	NOUN
aiti-6666	63	17	on	on	ADP
aiti-6666	63	18	their	their	PRON
aiti-6666	63	19	own	own	ADJ
aiti-6666	63	20	,	,	PUNCT
aiti-6666	63	21	without	without	ADP
aiti-6666	63	22	any	any	DET
aiti-6666	63	23	preconceived	preconceived	ADJ
aiti-6666	63	24	expectation	expectation	NOUN
aiti-6666	63	25	of	of	ADP
aiti-6666	63	26	the	the	DET
aiti-6666	63	27	output	output	NOUN
aiti-6666	63	28	values	value	NOUN
aiti-6666	63	29	,	,	PUNCT
aiti-6666	63	30	and	and	CCONJ
aiti-6666	63	31	can	can	AUX
aiti-6666	63	32	,	,	PUNCT
aiti-6666	63	33	therefore	therefore	ADV
aiti-6666	63	34	,	,	PUNCT
aiti-6666	63	35	perform	perform	VERB
aiti-6666	63	36	clustering	clustering	NOUN
aiti-6666	63	37	of	of	ADP
aiti-6666	63	38	data	datum	NOUN
aiti-6666	63	39	[	[	X
aiti-6666	63	40	8	8	NUM
aiti-6666	63	41	-	-	SYM
aiti-6666	63	42	9	9	NUM
aiti-6666	63	43	]	]	PUNCT
aiti-6666	63	44	.	.	PUNCT
aiti-6666	64	1	different	different	ADJ
aiti-6666	64	2	clustering	clustering	ADJ
aiti-6666	64	3	methods	method	NOUN
aiti-6666	64	4	of	of	ADP
aiti-6666	64	5	unsupervised	unsupervised	ADJ
aiti-6666	64	6	learning	learning	NOUN
aiti-6666	64	7	use	use	NOUN
aiti-6666	64	8	mathematical	mathematical	ADJ
aiti-6666	64	9	formulas	formula	NOUN
aiti-6666	64	10	as	as	ADP
aiti-6666	64	11	their	their	PRON
aiti-6666	64	12	algorithms	algorithm	NOUN
aiti-6666	64	13	.	.	PUNCT
aiti-6666	65	1	although	although	SCONJ
aiti-6666	65	2	cluster	cluster	NOUN
aiti-6666	65	3	analysis	analysis	NOUN
aiti-6666	65	4	has	have	AUX
aiti-6666	65	5	been	be	AUX
aiti-6666	65	6	used	use	VERB
aiti-6666	65	7	to	to	PART
aiti-6666	65	8	develop	develop	VERB
aiti-6666	65	9	various	various	ADJ
aiti-6666	65	10	types	type	NOUN
aiti-6666	65	11	of	of	ADP
aiti-6666	65	12	algorithms	algorithm	NOUN
aiti-6666	65	13	[	[	X
aiti-6666	65	14	10	10	NUM
aiti-6666	65	15	-	-	SYM
aiti-6666	65	16	16	16	NUM
aiti-6666	65	17	]	]	PUNCT
aiti-6666	65	18	,	,	PUNCT
aiti-6666	65	19	those	those	DET
aiti-6666	65	20	algorithms	algorithm	NOUN
aiti-6666	65	21	lack	lack	VERB
aiti-6666	65	22	a	a	DET
aiti-6666	65	23	uniform	uniform	ADJ
aiti-6666	65	24	classification	classification	NOUN
aiti-6666	65	25	.	.	PUNCT
aiti-6666	66	1	in	in	ADP
aiti-6666	66	2	terms	term	NOUN
aiti-6666	66	3	of	of	ADP
aiti-6666	66	4	classification	classification	NOUN
aiti-6666	66	5	,	,	PUNCT
aiti-6666	66	6	this	this	DET
aiti-6666	66	7	study	study	NOUN
aiti-6666	66	8	synthesizes	synthesize	VERB
aiti-6666	66	9	the	the	DET
aiti-6666	66	10	views	view	NOUN
aiti-6666	66	11	of	of	ADP
aiti-6666	66	12	gan	gan	PROPN
aiti-6666	66	13	et	et	PROPN
aiti-6666	66	14	al	al	PROPN
aiti-6666	66	15	.	.	PROPN
aiti-6666	67	1	(	(	PUNCT
aiti-6666	67	2	2007	2007	NUM
aiti-6666	67	3	)	)	PUNCT
aiti-6666	68	1	[	[	X
aiti-6666	68	2	11	11	NUM
aiti-6666	68	3	]	]	PUNCT
aiti-6666	68	4	and	and	CCONJ
aiti-6666	68	5	saxena	saxena	PROPN
aiti-6666	68	6	et	et	PROPN
aiti-6666	68	7	al	al	PROPN
aiti-6666	68	8	.	.	PROPN
aiti-6666	68	9	(	(	PUNCT
aiti-6666	68	10	2017	2017	NUM
aiti-6666	68	11	)	)	PUNCT
aiti-6666	69	1	[	[	X
aiti-6666	69	2	14	14	NUM
aiti-6666	69	3	]	]	PUNCT
aiti-6666	69	4	.	.	PUNCT
aiti-6666	70	1	gan	gan	PROPN
aiti-6666	70	2	created	create	VERB
aiti-6666	70	3	the	the	DET
aiti-6666	70	4	parsing	parsing	NOUN
aiti-6666	70	5	tree	tree	NOUN
aiti-6666	70	6	based	base	VERB
aiti-6666	70	7	on	on	ADP
aiti-6666	70	8	the	the	DET
aiti-6666	70	9	characteristics	characteristic	NOUN
aiti-6666	70	10	of	of	ADP
aiti-6666	70	11	clustering	clustering	ADJ
aiti-6666	70	12	algorithms	algorithm	NOUN
aiti-6666	70	13	.	.	PUNCT
aiti-6666	71	1	from	from	ADP
aiti-6666	71	2	the	the	DET
aiti-6666	71	3	top	top	NOUN
aiti-6666	71	4	,	,	PUNCT
aiti-6666	71	5	this	this	DET
aiti-6666	71	6	tree	tree	NOUN
aiti-6666	71	7	lists	list	VERB
aiti-6666	71	8	hard	hard	ADV
aiti-6666	71	9	clustering	clustering	ADJ
aiti-6666	71	10	and	and	CCONJ
aiti-6666	71	11	fuzzy	fuzzy	ADJ
aiti-6666	71	12	clustering	clustering	NOUN
aiti-6666	71	13	.	.	PUNCT
aiti-6666	72	1	hard	hard	ADJ
aiti-6666	72	2	clustering	clustering	NOUN
aiti-6666	72	3	includes	include	VERB
aiti-6666	72	4	partitional	partitional	ADJ
aiti-6666	72	5	and	and	CCONJ
aiti-6666	72	6	hierarchical	hierarchical	ADJ
aiti-6666	72	7	approaches	approach	NOUN
aiti-6666	72	8	.	.	PUNCT
aiti-6666	73	1	hierarchical	hierarchical	ADJ
aiti-6666	73	2	approaches	approach	NOUN
aiti-6666	73	3	may	may	AUX
aiti-6666	73	4	consist	consist	VERB
aiti-6666	73	5	of	of	ADP
aiti-6666	73	6	either	either	CCONJ
aiti-6666	73	7	divisive	divisive	ADJ
aiti-6666	73	8	or	or	CCONJ
aiti-6666	73	9	agglomerative	agglomerative	ADJ
aiti-6666	73	10	methods	method	NOUN
aiti-6666	73	11	[	[	X
aiti-6666	73	12	11	11	NUM
aiti-6666	73	13	]	]	PUNCT
aiti-6666	73	14	.	.	PUNCT
aiti-6666	74	1	also	also	ADV
aiti-6666	74	2	,	,	PUNCT
aiti-6666	74	3	saxena	saxena	PROPN
aiti-6666	74	4	et	et	PROPN
aiti-6666	74	5	al	al	PROPN
aiti-6666	74	6	.	.	PROPN
aiti-6666	74	7	suggested	suggest	VERB
aiti-6666	74	8	the	the	DET
aiti-6666	74	9	following	follow	VERB
aiti-6666	74	10	three	three	NUM
aiti-6666	74	11	additional	additional	ADJ
aiti-6666	74	12	categories	category	NOUN
aiti-6666	74	13	for	for	ADP
aiti-6666	74	14	applying	apply	VERB
aiti-6666	74	15	clustering	clustering	ADJ
aiti-6666	74	16	techniques	technique	NOUN
aiti-6666	74	17	:	:	PUNCT
aiti-6666	74	18	distance	distance	NOUN
aiti-6666	74	19	-	-	PUNCT
aiti-6666	74	20	based	base	VERB
aiti-6666	74	21	methods	method	NOUN
aiti-6666	74	22	,	,	PUNCT
aiti-6666	74	23	model	model	NOUN
aiti-6666	74	24	-	-	PUNCT
aiti-6666	74	25	based	base	VERB
aiti-6666	74	26	methods	method	NOUN
aiti-6666	74	27	,	,	PUNCT
aiti-6666	74	28	and	and	CCONJ
aiti-6666	74	29	density	density	NOUN
aiti-6666	74	30	-	-	PUNCT
aiti-6666	74	31	based	base	VERB
aiti-6666	74	32	methods	method	NOUN
aiti-6666	74	33	(	(	PUNCT
aiti-6666	74	34	fig	fig	NOUN
aiti-6666	74	35	.	.	PUNCT
aiti-6666	75	1	2	2	NUM
aiti-6666	75	2	)	)	PUNCT
aiti-6666	76	1	[	[	X
aiti-6666	76	2	14	14	NUM
aiti-6666	76	3	]	]	PUNCT
aiti-6666	76	4	.	.	PUNCT
aiti-6666	77	1	according	accord	VERB
aiti-6666	77	2	to	to	ADP
aiti-6666	77	3	the	the	DET
aiti-6666	77	4	nature	nature	NOUN
aiti-6666	77	5	of	of	ADP
aiti-6666	77	6	the	the	DET
aiti-6666	77	7	dockless	dockless	ADJ
aiti-6666	77	8	shared	share	VERB
aiti-6666	77	9	bicycle	bicycle	NOUN
aiti-6666	77	10	problem	problem	NOUN
aiti-6666	77	11	,	,	PUNCT
aiti-6666	77	12	they	they	PRON
aiti-6666	77	13	are	be	AUX
aiti-6666	77	14	often	often	ADV
aiti-6666	77	15	distributed	distribute	VERB
aiti-6666	77	16	in	in	ADP
aiti-6666	77	17	arbitrary	arbitrary	ADJ
aiti-6666	77	18	shape	shape	NOUN
aiti-6666	77	19	in	in	ADP
aiti-6666	77	20	a	a	DET
aiti-6666	77	21	city	city	NOUN
aiti-6666	77	22	.	.	PUNCT
aiti-6666	78	1	therefore	therefore	ADV
aiti-6666	78	2	,	,	PUNCT
aiti-6666	78	3	this	this	DET
aiti-6666	78	4	study	study	NOUN
aiti-6666	78	5	proposes	propose	VERB
aiti-6666	78	6	to	to	PART
aiti-6666	78	7	employ	employ	VERB
aiti-6666	78	8	density	density	NOUN
aiti-6666	78	9	-	-	PUNCT
aiti-6666	78	10	based	base	VERB
aiti-6666	78	11	clustering	clustering	ADJ
aiti-6666	78	12	algorithms	algorithm	NOUN
aiti-6666	78	13	.	.	PUNCT
aiti-6666	79	1	most	most	ADJ
aiti-6666	79	2	partitioning	partitioning	ADJ
aiti-6666	79	3	methods	method	NOUN
aiti-6666	79	4	are	be	AUX
aiti-6666	79	5	based	base	VERB
aiti-6666	79	6	on	on	ADP
aiti-6666	79	7	the	the	DET
aiti-6666	79	8	distance	distance	NOUN
aiti-6666	79	9	between	between	ADP
aiti-6666	79	10	objects	object	NOUN
aiti-6666	79	11	.	.	PUNCT
aiti-6666	80	1	such	such	ADJ
aiti-6666	80	2	methods	method	NOUN
aiti-6666	80	3	can	can	AUX
aiti-6666	80	4	find	find	VERB
aiti-6666	80	5	only	only	ADV
aiti-6666	80	6	spherical	spherical	ADJ
aiti-6666	80	7	-	-	PUNCT
aiti-6666	80	8	shaped	shape	VERB
aiti-6666	80	9	clusters	cluster	NOUN
aiti-6666	80	10	and	and	CCONJ
aiti-6666	80	11	encounter	encounter	ADJ
aiti-6666	80	12	difficulty	difficulty	NOUN
aiti-6666	80	13	in	in	ADP
aiti-6666	80	14	discovering	discover	VERB
aiti-6666	80	15	clusters	cluster	NOUN
aiti-6666	80	16	of	of	ADP
aiti-6666	80	17	arbitrary	arbitrary	ADJ
aiti-6666	80	18	shapes	shape	NOUN
aiti-6666	80	19	.	.	PUNCT
aiti-6666	81	1	however	however	ADV
aiti-6666	81	2	,	,	PUNCT
aiti-6666	81	3	the	the	DET
aiti-6666	81	4	density	density	NOUN
aiti-6666	81	5	-	-	PUNCT
aiti-6666	81	6	based	base	VERB
aiti-6666	81	7	method	method	NOUN
aiti-6666	81	8	can	can	AUX
aiti-6666	81	9	be	be	AUX
aiti-6666	81	10	used	use	VERB
aiti-6666	81	11	to	to	PART
aiti-6666	81	12	filter	filter	VERB
aiti-6666	81	13	out	out	ADP
aiti-6666	81	14	the	the	DET
aiti-6666	81	15	noise	noise	NOUN
aiti-6666	81	16	or	or	CCONJ
aiti-6666	81	17	outliers	outlier	NOUN
aiti-6666	81	18	and	and	CCONJ
aiti-6666	81	19	identify	identify	VERB
aiti-6666	81	20	the	the	DET
aiti-6666	81	21	clusters	cluster	NOUN
aiti-6666	81	22	of	of	ADP
aiti-6666	81	23	arbitrary	arbitrary	ADJ
aiti-6666	81	24	shapes	shape	NOUN
aiti-6666	81	25	.	.	PUNCT
aiti-6666	82	1	there	there	PRON
aiti-6666	82	2	are	be	VERB
aiti-6666	82	3	two	two	NUM
aiti-6666	82	4	types	type	NOUN
aiti-6666	82	5	of	of	ADP
aiti-6666	82	6	density	density	NOUN
aiti-6666	82	7	-	-	PUNCT
aiti-6666	82	8	based	base	VERB
aiti-6666	82	9	approaches	approach	NOUN
aiti-6666	82	10	.	.	PUNCT
aiti-6666	83	1	one	one	NUM
aiti-6666	83	2	is	be	AUX
aiti-6666	83	3	density	density	NOUN
aiti-6666	83	4	function	function	NOUN
aiti-6666	83	5	,	,	PUNCT
aiti-6666	83	6	which	which	PRON
aiti-6666	83	7	is	be	AUX
aiti-6666	83	8	a	a	DET
aiti-6666	83	9	total	total	ADJ
aiti-6666	83	10	mathematical	mathematical	ADJ
aiti-6666	83	11	function	function	NOUN
aiti-6666	83	12	,	,	PUNCT
aiti-6666	83	13	e.g.	e.g.	ADV
aiti-6666	83	14	kernel	kernel	PROPN
aiti-6666	83	15	density	density	PROPN
aiti-6666	83	16	estimation	estimation	NOUN
aiti-6666	83	17	based	base	VERB
aiti-6666	83	18	(	(	PUNCT
aiti-6666	83	19	kde	kde	NOUN
aiti-6666	83	20	-	-	PUNCT
aiti-6666	83	21	based	base	VERB
aiti-6666	83	22	)	)	PUNCT
aiti-6666	83	23	clustering	clustering	NOUN
aiti-6666	83	24	,	,	PUNCT
aiti-6666	83	25	and	and	CCONJ
aiti-6666	83	26	the	the	DET
aiti-6666	83	27	other	other	ADJ
aiti-6666	83	28	is	be	AUX
aiti-6666	83	29	density	density	NOUN
aiti-6666	83	30	-	-	PUNCT
aiti-6666	83	31	based	base	VERB
aiti-6666	83	32	connectivity	connectivity	NOUN
aiti-6666	83	33	,	,	PUNCT
aiti-6666	83	34	e.g.	e.g.	ADV
aiti-6666	83	35	density	density	NOUN
aiti-6666	83	36	-	-	PUNCT
aiti-6666	83	37	based	base	VERB
aiti-6666	83	38	spatial	spatial	ADJ
aiti-6666	83	39	clustering	clustering	NOUN
aiti-6666	83	40	of	of	ADP
aiti-6666	83	41	applications	application	NOUN
aiti-6666	83	42	with	with	ADP
aiti-6666	83	43	noise	noise	NOUN
aiti-6666	83	44	(	(	PUNCT
aiti-6666	83	45	dbscan	dbscan	NOUN
aiti-6666	83	46	)	)	PUNCT
aiti-6666	84	1	[	[	X
aiti-6666	84	2	17	17	NUM
aiti-6666	84	3	]	]	SYM
aiti-6666	84	4	.	.	PUNCT
aiti-6666	85	1	148	148	NUM
aiti-6666	85	2	advances	advance	NOUN
aiti-6666	85	3	in	in	ADP
aiti-6666	85	4	technology	technology	NOUN
aiti-6666	85	5	innovation	innovation	NOUN
aiti-6666	85	6	,	,	PUNCT
aiti-6666	85	7	vol	vol	NOUN
aiti-6666	85	8	.	.	PROPN
aiti-6666	85	9	6	6	NUM
aiti-6666	85	10	,	,	PUNCT
aiti-6666	85	11	no	no	INTJ
aiti-6666	85	12	.	.	NOUN
aiti-6666	85	13	3	3	NUM
aiti-6666	85	14	,	,	PUNCT
aiti-6666	85	15	2021	2021	NUM
aiti-6666	85	16	,	,	PUNCT
aiti-6666	85	17	pp	pp	ADJ
aiti-6666	85	18	.	.	PUNCT
aiti-6666	86	1	146	146	NUM
aiti-6666	86	2	-	-	SYM
aiti-6666	86	3	156	156	NUM
aiti-6666	86	4	fig	fig	NOUN
aiti-6666	86	5	.	.	PUNCT
aiti-6666	87	1	2	2	NUM
aiti-6666	87	2	the	the	DET
aiti-6666	87	3	clustering	clustering	ADJ
aiti-6666	87	4	method	method	NOUN
aiti-6666	87	5	parsing	parse	VERB
aiti-6666	87	6	tree	tree	NOUN
aiti-6666	87	7	comparing	compare	VERB
aiti-6666	87	8	the	the	DET
aiti-6666	87	9	kde	kde	NOUN
aiti-6666	87	10	-	-	PUNCT
aiti-6666	87	11	based	base	VERB
aiti-6666	87	12	clustering	clustering	NOUN
aiti-6666	87	13	with	with	ADP
aiti-6666	87	14	dbscan	dbscan	PROPN
aiti-6666	87	15	methods	method	NOUN
aiti-6666	87	16	,	,	PUNCT
aiti-6666	87	17	the	the	DET
aiti-6666	87	18	former	former	ADJ
aiti-6666	87	19	offers	offer	VERB
aiti-6666	87	20	the	the	DET
aiti-6666	87	21	advantage	advantage	NOUN
aiti-6666	87	22	of	of	ADP
aiti-6666	87	23	the	the	DET
aiti-6666	87	24	setting	setting	NOUN
aiti-6666	87	25	of	of	ADP
aiti-6666	87	26	generalization	generalization	NOUN
aiti-6666	87	27	function	function	NOUN
aiti-6666	87	28	,	,	PUNCT
aiti-6666	87	29	which	which	PRON
aiti-6666	87	30	is	be	AUX
aiti-6666	87	31	convenient	convenient	ADJ
aiti-6666	87	32	to	to	PART
aiti-6666	87	33	partition	partition	VERB
aiti-6666	87	34	and	and	CCONJ
aiti-6666	87	35	grading	grading	NOUN
aiti-6666	87	36	and	and	CCONJ
aiti-6666	87	37	is	be	AUX
aiti-6666	87	38	capable	capable	ADJ
aiti-6666	87	39	of	of	ADP
aiti-6666	87	40	being	be	AUX
aiti-6666	87	41	the	the	DET
aiti-6666	87	42	basis	basis	NOUN
aiti-6666	87	43	for	for	ADP
aiti-6666	87	44	incentive	incentive	NOUN
aiti-6666	87	45	mechanism	mechanism	NOUN
aiti-6666	87	46	.	.	PUNCT
aiti-6666	88	1	however	however	ADV
aiti-6666	88	2	,	,	PUNCT
aiti-6666	88	3	the	the	DET
aiti-6666	88	4	latter	latter	ADJ
aiti-6666	88	5	can	can	AUX
aiti-6666	88	6	only	only	ADV
aiti-6666	88	7	be	be	AUX
aiti-6666	88	8	used	use	VERB
aiti-6666	88	9	to	to	PART
aiti-6666	88	10	mark	mark	VERB
aiti-6666	88	11	those	those	DET
aiti-6666	88	12	clusters	cluster	NOUN
aiti-6666	88	13	that	that	PRON
aiti-6666	88	14	meet	meet	VERB
aiti-6666	88	15	a	a	DET
aiti-6666	88	16	pre	pre	ADJ
aiti-6666	88	17	-	-	ADJ
aiti-6666	88	18	set	set	ADJ
aiti-6666	88	19	density	density	NOUN
aiti-6666	88	20	requirement	requirement	NOUN
aiti-6666	88	21	by	by	ADP
aiti-6666	88	22	the	the	DET
aiti-6666	88	23	control	control	NOUN
aiti-6666	88	24	radius	radius	NOUN
aiti-6666	88	25	ε	ε	PROPN
aiti-6666	88	26	and	and	CCONJ
aiti-6666	88	27	minpts	minpt	VERB
aiti-6666	88	28	quantity	quantity	NOUN
aiti-6666	88	29	.	.	PUNCT
aiti-6666	89	1	kde	kde	NOUN
aiti-6666	89	2	-	-	PUNCT
aiti-6666	89	3	based	base	VERB
aiti-6666	89	4	clustering	clustering	NOUN
aiti-6666	89	5	has	have	AUX
aiti-6666	89	6	long	long	ADV
aiti-6666	89	7	been	be	AUX
aiti-6666	89	8	used	use	VERB
aiti-6666	89	9	for	for	ADP
aiti-6666	89	10	detecting	detect	VERB
aiti-6666	89	11	traffic	traffic	NOUN
aiti-6666	89	12	accident	accident	NOUN
aiti-6666	89	13	hot	hot	ADJ
aiti-6666	89	14	spots	spot	NOUN
aiti-6666	89	15	and	and	CCONJ
aiti-6666	89	16	has	have	AUX
aiti-6666	89	17	proven	prove	VERB
aiti-6666	89	18	to	to	PART
aiti-6666	89	19	be	be	AUX
aiti-6666	89	20	useful	useful	ADJ
aiti-6666	89	21	in	in	ADP
aiti-6666	89	22	traffic	traffic	NOUN
aiti-6666	89	23	accident	accident	NOUN
aiti-6666	89	24	analysis	analysis	NOUN
aiti-6666	90	1	[	[	X
aiti-6666	90	2	18	18	NUM
aiti-6666	90	3	]	]	PUNCT
aiti-6666	90	4	.	.	PUNCT
aiti-6666	91	1	in	in	ADP
aiti-6666	91	2	particular	particular	ADJ
aiti-6666	91	3	,	,	PUNCT
aiti-6666	91	4	the	the	DET
aiti-6666	91	5	ordering	ordering	NOUN
aiti-6666	91	6	capabilities	capability	NOUN
aiti-6666	91	7	of	of	ADP
aiti-6666	91	8	kde	kde	NOUN
aiti-6666	91	9	-	-	PUNCT
aiti-6666	91	10	based	base	VERB
aiti-6666	91	11	clustering	clustering	ADJ
aiti-6666	91	12	help	help	NOUN
aiti-6666	91	13	compare	compare	VERB
aiti-6666	91	14	the	the	DET
aiti-6666	91	15	spatial	spatial	ADJ
aiti-6666	91	16	structure	structure	NOUN
aiti-6666	91	17	to	to	PART
aiti-6666	91	18	determine	determine	VERB
aiti-6666	91	19	or	or	CCONJ
aiti-6666	91	20	assign	assign	VERB
aiti-6666	91	21	the	the	DET
aiti-6666	91	22	importance	importance	NOUN
aiti-6666	91	23	of	of	ADP
aiti-6666	91	24	mitigation	mitigation	NOUN
aiti-6666	91	25	measures	measure	NOUN
aiti-6666	91	26	[	[	X
aiti-6666	91	27	19	19	NUM
aiti-6666	91	28	-	-	SYM
aiti-6666	91	29	20	20	NUM
aiti-6666	91	30	]	]	PUNCT
aiti-6666	91	31	.	.	PUNCT
aiti-6666	92	1	as	as	ADP
aiti-6666	92	2	a	a	DET
aiti-6666	92	3	consequence	consequence	NOUN
aiti-6666	92	4	,	,	PUNCT
aiti-6666	92	5	the	the	DET
aiti-6666	92	6	following	follow	VERB
aiti-6666	92	7	research	research	NOUN
aiti-6666	92	8	will	will	AUX
aiti-6666	92	9	discuss	discuss	VERB
aiti-6666	92	10	the	the	DET
aiti-6666	92	11	introduction	introduction	NOUN
aiti-6666	92	12	of	of	ADP
aiti-6666	92	13	kde	kde	PROPN
aiti-6666	92	14	-	-	PUNCT
aiti-6666	92	15	based	base	VERB
aiti-6666	92	16	clustering	clustering	NOUN
aiti-6666	92	17	applied	apply	VERB
aiti-6666	92	18	to	to	ADP
aiti-6666	92	19	the	the	DET
aiti-6666	92	20	dockless	dockless	ADJ
aiti-6666	92	21	shared	share	VERB
aiti-6666	92	22	bicycle	bicycle	NOUN
aiti-6666	92	23	flow	flow	NOUN
aiti-6666	92	24	control	control	NOUN
aiti-6666	92	25	system	system	NOUN
aiti-6666	92	26	.	.	PUNCT
aiti-6666	93	1	3	3	X
aiti-6666	93	2	.	.	X
aiti-6666	93	3	theory	theory	NOUN
aiti-6666	93	4	and	and	CCONJ
aiti-6666	93	5	method	method	NOUN
aiti-6666	93	6	as	as	SCONJ
aiti-6666	93	7	mentioned	mention	VERB
aiti-6666	93	8	above	above	ADV
aiti-6666	93	9	,	,	PUNCT
aiti-6666	93	10	this	this	DET
aiti-6666	93	11	study	study	NOUN
aiti-6666	93	12	proposes	propose	VERB
aiti-6666	93	13	a	a	DET
aiti-6666	93	14	“	"	PUNCT
aiti-6666	93	15	dockless	dockless	ADJ
aiti-6666	93	16	shared	share	VERB
aiti-6666	93	17	bicycle	bicycle	NOUN
aiti-6666	93	18	flow	flow	NOUN
aiti-6666	93	19	control	control	NOUN
aiti-6666	93	20	system	system	NOUN
aiti-6666	93	21	”	"	PUNCT
aiti-6666	93	22	that	that	PRON
aiti-6666	93	23	is	be	AUX
aiti-6666	93	24	an	an	DET
aiti-6666	93	25	incentive	incentive	NOUN
aiti-6666	93	26	mechanism	mechanism	NOUN
aiti-6666	93	27	to	to	PART
aiti-6666	93	28	encourage	encourage	VERB
aiti-6666	93	29	the	the	DET
aiti-6666	93	30	reverse	reverse	ADJ
aiti-6666	93	31	flow	flow	NOUN
aiti-6666	93	32	of	of	ADP
aiti-6666	93	33	bikes	bike	NOUN
aiti-6666	93	34	in	in	ADP
aiti-6666	93	35	which	which	PRON
aiti-6666	93	36	kde	kde	NOUN
aiti-6666	93	37	-	-	PUNCT
aiti-6666	93	38	based	base	VERB
aiti-6666	93	39	clustering	clustering	NOUN
aiti-6666	93	40	is	be	AUX
aiti-6666	93	41	introduced	introduce	VERB
aiti-6666	93	42	to	to	AUX
aiti-6666	93	43	partition	partition	VERB
aiti-6666	93	44	and	and	CCONJ
aiti-6666	93	45	grading	grading	NOUN
aiti-6666	93	46	as	as	ADP
aiti-6666	93	47	the	the	DET
aiti-6666	93	48	basis	basis	NOUN
aiti-6666	93	49	of	of	ADP
aiti-6666	93	50	threshold	threshold	NOUN
aiti-6666	93	51	control	control	NOUN
aiti-6666	93	52	.	.	PUNCT
aiti-6666	94	1	the	the	DET
aiti-6666	94	2	activity	activity	NOUN
aiti-6666	94	3	of	of	ADP
aiti-6666	94	4	the	the	DET
aiti-6666	94	5	dynamic	dynamic	ADJ
aiti-6666	94	6	bicycle	bicycle	NOUN
aiti-6666	94	7	control	control	NOUN
aiti-6666	94	8	system	system	NOUN
aiti-6666	94	9	is	be	AUX
aiti-6666	94	10	not	not	PART
aiti-6666	94	11	evenly	evenly	ADV
aiti-6666	94	12	distributed	distribute	VERB
aiti-6666	94	13	but	but	CCONJ
aiti-6666	94	14	varied	varied	ADJ
aiti-6666	94	15	in	in	ADP
aiti-6666	94	16	intensity	intensity	NOUN
aiti-6666	94	17	and	and	CCONJ
aiti-6666	94	18	scope	scope	NOUN
aiti-6666	94	19	following	follow	VERB
aiti-6666	94	20	people	people	NOUN
aiti-6666	94	21	’s	’s	PART
aiti-6666	94	22	everyday	everyday	ADJ
aiti-6666	94	23	activities	activity	NOUN
aiti-6666	94	24	.	.	PUNCT
aiti-6666	95	1	because	because	SCONJ
aiti-6666	95	2	the	the	DET
aiti-6666	95	3	system	system	NOUN
aiti-6666	95	4	’s	’s	PART
aiti-6666	95	5	most	most	ADV
aiti-6666	95	6	important	important	ADJ
aiti-6666	95	7	function	function	NOUN
aiti-6666	95	8	is	be	AUX
aiti-6666	95	9	to	to	PART
aiti-6666	95	10	maintain	maintain	VERB
aiti-6666	95	11	a	a	DET
aiti-6666	95	12	balance	balance	NOUN
aiti-6666	95	13	between	between	ADP
aiti-6666	95	14	supply	supply	NOUN
aiti-6666	95	15	and	and	CCONJ
aiti-6666	95	16	demand	demand	NOUN
aiti-6666	95	17	in	in	ADP
aiti-6666	95	18	clusters	cluster	NOUN
aiti-6666	95	19	with	with	ADP
aiti-6666	95	20	different	different	ADJ
aiti-6666	95	21	densities	density	NOUN
aiti-6666	95	22	,	,	PUNCT
aiti-6666	95	23	the	the	DET
aiti-6666	95	24	incentive	incentive	NOUN
aiti-6666	95	25	mechanism	mechanism	NOUN
aiti-6666	95	26	is	be	AUX
aiti-6666	95	27	used	use	VERB
aiti-6666	95	28	to	to	PART
aiti-6666	95	29	reverse	reverse	VERB
aiti-6666	95	30	supply	supply	NOUN
aiti-6666	95	31	and	and	CCONJ
aiti-6666	95	32	demand	demand	NOUN
aiti-6666	95	33	imbalances	imbalance	NOUN
aiti-6666	95	34	during	during	ADP
aiti-6666	95	35	earlier	early	ADJ
aiti-6666	95	36	periods	period	NOUN
aiti-6666	95	37	.	.	PUNCT
aiti-6666	96	1	this	this	DET
aiti-6666	96	2	solution	solution	NOUN
aiti-6666	96	3	brings	bring	VERB
aiti-6666	96	4	up	up	ADP
aiti-6666	96	5	the	the	DET
aiti-6666	96	6	question	question	NOUN
aiti-6666	96	7	of	of	ADP
aiti-6666	96	8	how	how	SCONJ
aiti-6666	96	9	to	to	PART
aiti-6666	96	10	perform	perform	VERB
aiti-6666	96	11	partitioning	partition	VERB
aiti-6666	96	12	and	and	CCONJ
aiti-6666	96	13	grading	grade	VERB
aiti-6666	96	14	of	of	ADP
aiti-6666	96	15	bicycle	bicycle	NOUN
aiti-6666	96	16	check	check	NOUN
aiti-6666	96	17	-	-	PUNCT
aiti-6666	96	18	out	out	NOUN
aiti-6666	96	19	points	point	NOUN
aiti-6666	96	20	and	and	CCONJ
aiti-6666	96	21	check	check	NOUN
aiti-6666	96	22	-	-	PUNCT
aiti-6666	96	23	in	in	ADP
aiti-6666	96	24	points	point	NOUN
aiti-6666	96	25	.	.	PUNCT
aiti-6666	97	1	when	when	SCONJ
aiti-6666	97	2	check	check	NOUN
aiti-6666	97	3	-	-	PUNCT
aiti-6666	97	4	outs	out	NOUN
aiti-6666	97	5	and	and	CCONJ
aiti-6666	97	6	check	check	NOUN
aiti-6666	97	7	-	-	PUNCT
aiti-6666	97	8	ins	in	NOUN
aiti-6666	97	9	span	span	VERB
aiti-6666	97	10	different	different	ADJ
aiti-6666	97	11	clusters	cluster	NOUN
aiti-6666	97	12	,	,	PUNCT
aiti-6666	97	13	how	how	SCONJ
aiti-6666	97	14	should	should	AUX
aiti-6666	97	15	incentives	incentive	NOUN
aiti-6666	97	16	be	be	AUX
aiti-6666	97	17	provided	provide	VERB
aiti-6666	97	18	to	to	PART
aiti-6666	97	19	reverse	reverse	VERB
aiti-6666	97	20	bicycle	bicycle	NOUN
aiti-6666	97	21	movement	movement	NOUN
aiti-6666	97	22	trends	trend	NOUN
aiti-6666	97	23	?	?	PUNCT
aiti-6666	98	1	the	the	DET
aiti-6666	98	2	following	following	NOUN
aiti-6666	98	3	explains	explain	VERB
aiti-6666	98	4	kde	kde	NOUN
aiti-6666	98	5	-	-	PUNCT
aiti-6666	98	6	based	base	VERB
aiti-6666	98	7	clustering	clustering	ADJ
aiti-6666	98	8	partition	partition	NOUN
aiti-6666	98	9	and	and	CCONJ
aiti-6666	98	10	grading	grading	NOUN
aiti-6666	98	11	and	and	CCONJ
aiti-6666	98	12	dockless	dockless	ADJ
aiti-6666	98	13	shared	share	VERB
aiti-6666	98	14	bicycle	bicycle	NOUN
aiti-6666	98	15	flow	flow	NOUN
aiti-6666	98	16	control	control	NOUN
aiti-6666	98	17	system	system	NOUN
aiti-6666	98	18	.	.	PUNCT
aiti-6666	99	1	3.1	3.1	NUM
aiti-6666	99	2	.	.	PUNCT
aiti-6666	99	3	kde	kde	NOUN
aiti-6666	99	4	-	-	PUNCT
aiti-6666	99	5	based	base	VERB
aiti-6666	99	6	clustering	clustering	ADJ
aiti-6666	99	7	partition	partition	NOUN
aiti-6666	99	8	and	and	CCONJ
aiti-6666	99	9	grading	grade	VERB
aiti-6666	99	10	kde	kde	NOUN
aiti-6666	99	11	-	-	PUNCT
aiti-6666	99	12	based	base	VERB
aiti-6666	99	13	clustering	clustering	ADJ
aiti-6666	99	14	analysis	analysis	NOUN
aiti-6666	99	15	over	over	ADP
aiti-6666	99	16	a	a	DET
aiti-6666	99	17	density	density	NOUN
aiti-6666	99	18	surface	surface	NOUN
aiti-6666	99	19	is	be	AUX
aiti-6666	99	20	based	base	VERB
aiti-6666	99	21	on	on	ADP
aiti-6666	99	22	the	the	DET
aiti-6666	99	23	technologies	technology	NOUN
aiti-6666	99	24	of	of	ADP
aiti-6666	99	25	spatial	spatial	ADJ
aiti-6666	99	26	smoothing	smoothing	NOUN
aiti-6666	99	27	and	and	CCONJ
aiti-6666	99	28	spatial	spatial	ADJ
aiti-6666	99	29	interpolation	interpolation	NOUN
aiti-6666	99	30	[	[	X
aiti-6666	99	31	21	21	NUM
aiti-6666	99	32	-	-	SYM
aiti-6666	99	33	22	22	NUM
aiti-6666	99	34	]	]	PUNCT
aiti-6666	99	35	.	.	PUNCT
aiti-6666	100	1	the	the	DET
aiti-6666	100	2	kernel	kernel	PROPN
aiti-6666	100	3	function	function	VERB
aiti-6666	100	4	analyzes	analyze	NOUN
aiti-6666	100	5	and	and	CCONJ
aiti-6666	100	6	converts	convert	VERB
aiti-6666	100	7	the	the	DET
aiti-6666	100	8	point	point	NOUN
aiti-6666	100	9	distribution	distribution	NOUN
aiti-6666	100	10	of	of	ADP
aiti-6666	100	11	the	the	DET
aiti-6666	100	12	plane	plane	NOUN
aiti-6666	100	13	in	in	ADP
aiti-6666	100	14	the	the	DET
aiti-6666	100	15	area	area	NOUN
aiti-6666	100	16	,	,	PUNCT
aiti-6666	100	17	and	and	CCONJ
aiti-6666	100	18	infers	infer	VERB
aiti-6666	100	19	the	the	DET
aiti-6666	100	20	spatial	spatial	ADJ
aiti-6666	100	21	density	density	NOUN
aiti-6666	100	22	distribution	distribution	NOUN
aiti-6666	100	23	in	in	ADP
aiti-6666	100	24	the	the	DET
aiti-6666	100	25	area	area	NOUN
aiti-6666	100	26	.	.	PUNCT
aiti-6666	101	1	the	the	DET
aiti-6666	101	2	spatial	spatial	ADJ
aiti-6666	101	3	density	density	NOUN
aiti-6666	101	4	is	be	AUX
aiti-6666	101	5	the	the	DET
aiti-6666	101	6	property	property	NOUN
aiti-6666	101	7	that	that	PRON
aiti-6666	101	8	describes	describe	VERB
aiti-6666	101	9	the	the	DET
aiti-6666	101	10	spatial	spatial	ADJ
aiti-6666	101	11	distribution	distribution	NOUN
aiti-6666	101	12	in	in	ADP
aiti-6666	101	13	an	an	DET
aiti-6666	101	14	intensive	intensive	ADJ
aiti-6666	101	15	or	or	CCONJ
aiti-6666	101	16	sparse	sparse	ADJ
aiti-6666	101	17	pattern	pattern	NOUN
aiti-6666	101	18	in	in	ADP
aiti-6666	101	19	quantity	quantity	NOUN
aiti-6666	101	20	.	.	PUNCT
aiti-6666	102	1	therefore	therefore	ADV
aiti-6666	102	2	,	,	PUNCT
aiti-6666	102	3	the	the	DET
aiti-6666	102	4	point	point	NOUN
aiti-6666	102	5	data	data	NOUN
aiti-6666	102	6	is	be	AUX
aiti-6666	102	7	mapped	map	VERB
aiti-6666	102	8	from	from	ADP
aiti-6666	102	9	the	the	DET
aiti-6666	102	10	inseparable	inseparable	ADJ
aiti-6666	102	11	2	2	NUM
aiti-6666	102	12	-	-	PUNCT
aiti-6666	102	13	dimensional	dimensional	ADJ
aiti-6666	102	14	space	space	NOUN
aiti-6666	102	15	to	to	ADP
aiti-6666	102	16	the	the	DET
aiti-6666	102	17	separable	separable	ADJ
aiti-6666	102	18	3	3	NUM
aiti-6666	102	19	-	-	PUNCT
aiti-6666	102	20	dimensional	dimensional	ADJ
aiti-6666	102	21	space	space	NOUN
aiti-6666	102	22	.	.	PUNCT
aiti-6666	103	1	since	since	SCONJ
aiti-6666	103	2	a	a	DET
aiti-6666	103	3	density	density	NOUN
aiti-6666	103	4	value	value	NOUN
aiti-6666	103	5	is	be	AUX
aiti-6666	103	6	calculated	calculate	VERB
aiti-6666	103	7	as	as	ADP
aiti-6666	103	8	an	an	DET
aiti-6666	103	9	attribute	attribute	NOUN
aiti-6666	103	10	of	of	ADP
aiti-6666	103	11	each	each	DET
aiti-6666	103	12	grid	grid	NOUN
aiti-6666	103	13	cell	cell	NOUN
aiti-6666	103	14	in	in	ADP
aiti-6666	103	15	the	the	DET
aiti-6666	103	16	sub	sub	NOUN
aiti-6666	103	17	-	-	NOUN
aiti-6666	103	18	region	region	NOUN
aiti-6666	103	19	,	,	PUNCT
aiti-6666	103	20	it	it	PRON
aiti-6666	103	21	is	be	AUX
aiti-6666	103	22	,	,	PUNCT
aiti-6666	103	23	therefore	therefore	ADV
aiti-6666	103	24	,	,	PUNCT
aiti-6666	103	25	possible	possible	ADJ
aiti-6666	103	26	to	to	PART
aiti-6666	103	27	represent	represent	VERB
aiti-6666	103	28	the	the	DET
aiti-6666	103	29	spatial	spatial	ADJ
aiti-6666	103	30	distribution	distribution	NOUN
aiti-6666	103	31	employing	employ	VERB
aiti-6666	103	32	homogenous	homogenous	ADJ
aiti-6666	103	33	and	and	CCONJ
aiti-6666	103	34	easily	easily	ADV
aiti-6666	103	35	comparable	comparable	ADJ
aiti-6666	103	36	areas	area	NOUN
aiti-6666	103	37	with	with	ADP
aiti-6666	103	38	choropleth	choropleth	NOUN
aiti-6666	103	39	map	map	NOUN
aiti-6666	103	40	visualization	visualization	NOUN
aiti-6666	103	41	.	.	PUNCT
aiti-6666	104	1	this	this	DET
aiti-6666	104	2	estimated	estimate	VERB
aiti-6666	104	3	density	density	NOUN
aiti-6666	104	4	is	be	AUX
aiti-6666	104	5	used	use	VERB
aiti-6666	104	6	to	to	PART
aiti-6666	104	7	cover	cover	VERB
aiti-6666	104	8	the	the	DET
aiti-6666	104	9	top	top	NOUN
aiti-6666	104	10	of	of	ADP
aiti-6666	104	11	the	the	DET
aiti-6666	104	12	research	research	NOUN
aiti-6666	104	13	domain	domain	NOUN
aiti-6666	104	14	with	with	ADP
aiti-6666	104	15	a	a	DET
aiti-6666	104	16	grid	grid	NOUN
aiti-6666	104	17	cell	cell	NOUN
aiti-6666	104	18	,	,	PUNCT
aiti-6666	104	19	and	and	CCONJ
aiti-6666	104	20	the	the	DET
aiti-6666	104	21	estimation	estimation	NOUN
aiti-6666	104	22	of	of	ADP
aiti-6666	104	23	density	density	NOUN
aiti-6666	104	24	is	be	AUX
aiti-6666	104	25	performed	perform	VERB
aiti-6666	104	26	based	base	VERB
aiti-6666	104	27	on	on	ADP
aiti-6666	104	28	each	each	DET
aiti-6666	104	29	grid	grid	NOUN
aiti-6666	104	30	cell	cell	NOUN
aiti-6666	104	31	’s	’s	PART
aiti-6666	104	32	center	center	NOUN
aiti-6666	104	33	point	point	NOUN
aiti-6666	104	34	(	(	PUNCT
aiti-6666	104	35	fig	fig	NOUN
aiti-6666	104	36	.	.	PUNCT
aiti-6666	105	1	3	3	NUM
aiti-6666	105	2	)	)	PUNCT
aiti-6666	105	3	.	.	PUNCT
aiti-6666	106	1	based	base	VERB
aiti-6666	106	2	on	on	ADP
aiti-6666	106	3	defined	define	VERB
aiti-6666	106	4	kernel	kernel	NOUN
aiti-6666	106	5	function	function	NOUN
aiti-6666	106	6	and	and	CCONJ
aiti-6666	106	7	bandwidth	bandwidth	NOUN
aiti-6666	106	8	,	,	PUNCT
aiti-6666	106	9	kde	kde	NOUN
aiti-6666	106	10	provides	provide	VERB
aiti-6666	106	11	an	an	DET
aiti-6666	106	12	estimate	estimate	NOUN
aiti-6666	106	13	of	of	ADP
aiti-6666	106	14	the	the	DET
aiti-6666	106	15	intensity	intensity	NOUN
aiti-6666	106	16	in	in	ADP
aiti-6666	106	17	each	each	DET
aiti-6666	106	18	position	position	NOUN
aiti-6666	106	19	of	of	ADP
aiti-6666	106	20	the	the	DET
aiti-6666	106	21	grid	grid	NOUN
aiti-6666	106	22	cell	cell	NOUN
aiti-6666	106	23	by	by	ADP
aiti-6666	106	24	moving	move	VERB
aiti-6666	106	25	three	three	NUM
aiti-6666	106	26	-	-	PUNCT
aiti-6666	106	27	dimensional	dimensional	ADJ
aiti-6666	106	28	functions	function	NOUN
aiti-6666	106	29	.	.	PUNCT
aiti-6666	107	1	the	the	DET
aiti-6666	107	2	defined	define	VERB
aiti-6666	107	3	kernel	kernel	NOUN
aiti-6666	107	4	function	function	VERB
aiti-6666	107	5	weights	weight	VERB
aiti-6666	107	6	events	event	NOUN
aiti-6666	107	7	within	within	ADP
aiti-6666	107	8	its	its	PRON
aiti-6666	107	9	sphere	sphere	NOUN
aiti-6666	107	10	of	of	ADP
aiti-6666	107	11	influence	influence	NOUN
aiti-6666	107	12	according	accord	VERB
aiti-6666	107	13	to	to	ADP
aiti-6666	107	14	their	their	PRON
aiti-6666	107	15	distance	distance	NOUN
aiti-6666	107	16	from	from	ADP
aiti-6666	107	17	the	the	DET
aiti-6666	107	18	point	point	NOUN
aiti-6666	107	19	at	at	ADP
aiti-6666	107	20	which	which	PRON
aiti-6666	107	21	the	the	DET
aiti-6666	107	22	intensity	intensity	NOUN
aiti-6666	107	23	is	be	AUX
aiti-6666	107	24	estimated	estimate	VERB
aiti-6666	107	25	(	(	PUNCT
aiti-6666	107	26	fig	fig	NOUN
aiti-6666	107	27	.	.	PUNCT
aiti-6666	108	1	4	4	X
aiti-6666	108	2	)	)	PUNCT
aiti-6666	109	1	[	[	X
aiti-6666	109	2	23	23	NUM
aiti-6666	109	3	]	]	PUNCT
aiti-6666	109	4	.	.	PUNCT
aiti-6666	110	1	in	in	ADP
aiti-6666	110	2	other	other	ADJ
aiti-6666	110	3	words	word	NOUN
aiti-6666	110	4	,	,	PUNCT
aiti-6666	110	5	the	the	DET
aiti-6666	110	6	nature	nature	NOUN
aiti-6666	110	7	of	of	ADP
aiti-6666	110	8	the	the	DET
aiti-6666	110	9	optimization	optimization	NOUN
aiti-6666	110	10	and	and	CCONJ
aiti-6666	110	11	generalization	generalization	NOUN
aiti-6666	110	12	function	function	NOUN
aiti-6666	110	13	is	be	AUX
aiti-6666	110	14	a	a	DET
aiti-6666	110	15	significant	significant	ADJ
aiti-6666	110	16	characteristic	characteristic	NOUN
aiti-6666	110	17	of	of	ADP
aiti-6666	110	18	this	this	DET
aiti-6666	110	19	density	density	NOUN
aiti-6666	110	20	estimation	estimation	NOUN
aiti-6666	110	21	method	method	NOUN
aiti-6666	110	22	,	,	PUNCT
aiti-6666	110	23	which	which	PRON
aiti-6666	110	24	can	can	AUX
aiti-6666	110	25	perform	perform	VERB
aiti-6666	110	26	fitting	fitting	ADJ
aiti-6666	110	27	and	and	CCONJ
aiti-6666	110	28	generalization	generalization	NOUN
aiti-6666	110	29	of	of	ADP
aiti-6666	110	30	large	large	ADJ
aiti-6666	110	31	bodies	body	NOUN
aiti-6666	110	32	of	of	ADP
aiti-6666	110	33	complex	complex	ADJ
aiti-6666	110	34	data	datum	NOUN
aiti-6666	110	35	following	follow	VERB
aiti-6666	110	36	the	the	DET
aiti-6666	110	37	approximation	approximation	NOUN
aiti-6666	110	38	function	function	NOUN
aiti-6666	110	39	and	and	CCONJ
aiti-6666	110	40	bandwidth	bandwidth	NOUN
aiti-6666	110	41	,	,	PUNCT
aiti-6666	110	42	and	and	CCONJ
aiti-6666	110	43	can	can	AUX
aiti-6666	110	44	possess	possess	VERB
aiti-6666	110	45	estimation	estimation	NOUN
aiti-6666	110	46	ability	ability	NOUN
aiti-6666	110	47	.	.	PUNCT
aiti-6666	111	1	149	149	NUM
aiti-6666	111	2	advances	advance	NOUN
aiti-6666	111	3	in	in	ADP
aiti-6666	111	4	technology	technology	NOUN
aiti-6666	111	5	innovation	innovation	NOUN
aiti-6666	111	6	,	,	PUNCT
aiti-6666	111	7	vol	vol	NOUN
aiti-6666	111	8	.	.	PROPN
aiti-6666	111	9	6	6	NUM
aiti-6666	111	10	,	,	PUNCT
aiti-6666	111	11	no	no	INTJ
aiti-6666	111	12	.	.	NOUN
aiti-6666	111	13	3	3	NUM
aiti-6666	111	14	,	,	PUNCT
aiti-6666	111	15	2021	2021	NUM
aiti-6666	111	16	,	,	PUNCT
aiti-6666	111	17	pp	pp	ADJ
aiti-6666	111	18	.	.	PUNCT
aiti-6666	112	1	146	146	NUM
aiti-6666	112	2	-	-	SYM
aiti-6666	112	3	156	156	NUM
aiti-6666	112	4	commonly	commonly	ADV
aiti-6666	112	5	used	use	VERB
aiti-6666	112	6	density	density	NOUN
aiti-6666	112	7	functions	function	NOUN
aiti-6666	112	8	include	include	VERB
aiti-6666	112	9	uniform	uniform	NOUN
aiti-6666	112	10	,	,	PUNCT
aiti-6666	112	11	epanechnikov	epanechnikov	NOUN
aiti-6666	112	12	curve	curve	NOUN
aiti-6666	112	13	,	,	PUNCT
aiti-6666	112	14	quartic	quartic	ADJ
aiti-6666	112	15	curve	curve	NOUN
aiti-6666	112	16	,	,	PUNCT
aiti-6666	112	17	and	and	CCONJ
aiti-6666	112	18	gaussian	gaussian	ADJ
aiti-6666	112	19	curve	curve	NOUN
aiti-6666	112	20	,	,	PUNCT
aiti-6666	112	21	etc	etc	X
aiti-6666	112	22	.	.	X
aiti-6666	113	1	(	(	PUNCT
aiti-6666	113	2	fig	fig	NOUN
aiti-6666	113	3	.	.	PUNCT
aiti-6666	113	4	5	5	NUM
aiti-6666	113	5	)	)	PUNCT
aiti-6666	113	6	.	.	PUNCT
aiti-6666	114	1	among	among	ADP
aiti-6666	114	2	them	they	PRON
aiti-6666	114	3	,	,	PUNCT
aiti-6666	114	4	quartic	quartic	ADJ
aiti-6666	114	5	and	and	CCONJ
aiti-6666	114	6	gaussian	gaussian	NOUN
aiti-6666	114	7	are	be	AUX
aiti-6666	114	8	more	more	ADV
aiti-6666	114	9	suitable	suitable	ADJ
aiti-6666	114	10	radial	radial	ADJ
aiti-6666	114	11	basis	basis	NOUN
aiti-6666	114	12	function	function	NOUN
aiti-6666	114	13	kernels	kernel	NOUN
aiti-6666	114	14	but	but	CCONJ
aiti-6666	114	15	the	the	DET
aiti-6666	114	16	quadratic	quadratic	ADJ
aiti-6666	114	17	kernel	kernel	NOUN
aiti-6666	114	18	is	be	AUX
aiti-6666	114	19	less	less	ADV
aiti-6666	114	20	computationally	computationally	ADV
aiti-6666	114	21	intensive	intensive	ADJ
aiti-6666	114	22	than	than	ADP
aiti-6666	114	23	the	the	DET
aiti-6666	114	24	gaussian	gaussian	ADJ
aiti-6666	114	25	kernel	kernel	NOUN
aiti-6666	114	26	and	and	CCONJ
aiti-6666	114	27	can	can	AUX
aiti-6666	114	28	be	be	AUX
aiti-6666	114	29	used	use	VERB
aiti-6666	114	30	as	as	ADP
aiti-6666	114	31	an	an	DET
aiti-6666	114	32	alternative	alternative	NOUN
aiti-6666	114	33	when	when	SCONJ
aiti-6666	114	34	using	use	VERB
aiti-6666	114	35	the	the	DET
aiti-6666	114	36	gaussian	gaussian	NOUN
aiti-6666	114	37	becomes	become	VERB
aiti-6666	114	38	too	too	ADV
aiti-6666	114	39	time	time	NOUN
aiti-6666	114	40	-	-	PUNCT
aiti-6666	114	41	consuming	consume	VERB
aiti-6666	114	42	and	and	CCONJ
aiti-6666	114	43	tedious	tedious	ADJ
aiti-6666	114	44	[	[	X
aiti-6666	114	45	20	20	NUM
aiti-6666	114	46	]	]	PUNCT
aiti-6666	114	47	.	.	PUNCT
aiti-6666	115	1	after	after	ADP
aiti-6666	115	2	optimization	optimization	NOUN
aiti-6666	115	3	,	,	PUNCT
aiti-6666	115	4	the	the	DET
aiti-6666	115	5	system	system	NOUN
aiti-6666	115	6	can	can	AUX
aiti-6666	115	7	estimate	estimate	VERB
aiti-6666	115	8	the	the	DET
aiti-6666	115	9	density	density	NOUN
aiti-6666	115	10	value	value	NOUN
aiti-6666	115	11	of	of	ADP
aiti-6666	115	12	any	any	DET
aiti-6666	115	13	position	position	NOUN
aiti-6666	115	14	in	in	ADP
aiti-6666	115	15	the	the	DET
aiti-6666	115	16	study	study	NOUN
aiti-6666	115	17	area	area	NOUN
aiti-6666	115	18	.	.	PUNCT
aiti-6666	116	1	since	since	SCONJ
aiti-6666	116	2	a	a	DET
aiti-6666	116	3	density	density	NOUN
aiti-6666	116	4	value	value	NOUN
aiti-6666	116	5	is	be	AUX
aiti-6666	116	6	calculated	calculate	VERB
aiti-6666	116	7	as	as	ADP
aiti-6666	116	8	an	an	DET
aiti-6666	116	9	attribute	attribute	NOUN
aiti-6666	116	10	of	of	ADP
aiti-6666	116	11	each	each	DET
aiti-6666	116	12	quadrat	quadrat	NOUN
aiti-6666	116	13	sub	sub	NOUN
aiti-6666	116	14	-	-	NOUN
aiti-6666	116	15	region	region	NOUN
aiti-6666	116	16	,	,	PUNCT
aiti-6666	116	17	it	it	PRON
aiti-6666	116	18	is	be	AUX
aiti-6666	116	19	,	,	PUNCT
aiti-6666	116	20	therefore	therefore	ADV
aiti-6666	116	21	,	,	PUNCT
aiti-6666	116	22	possible	possible	ADJ
aiti-6666	116	23	to	to	PART
aiti-6666	116	24	represent	represent	VERB
aiti-6666	116	25	the	the	DET
aiti-6666	116	26	spatial	spatial	ADJ
aiti-6666	116	27	distribution	distribution	NOUN
aiti-6666	116	28	employing	employ	VERB
aiti-6666	116	29	homogenous	homogenous	ADJ
aiti-6666	116	30	and	and	CCONJ
aiti-6666	116	31	easily	easily	ADV
aiti-6666	116	32	comparable	comparable	ADJ
aiti-6666	116	33	areas	area	NOUN
aiti-6666	116	34	with	with	ADP
aiti-6666	116	35	choropleth	choropleth	NOUN
aiti-6666	116	36	map	map	NOUN
aiti-6666	116	37	visualization	visualization	NOUN
aiti-6666	116	38	[	[	X
aiti-6666	116	39	20	20	NUM
aiti-6666	116	40	]	]	PUNCT
aiti-6666	116	41	.	.	PUNCT
aiti-6666	117	1	the	the	DET
aiti-6666	117	2	general	general	ADJ
aiti-6666	117	3	form	form	NOUN
aiti-6666	117	4	of	of	ADP
aiti-6666	117	5	a	a	DET
aiti-6666	117	6	kernel	kernel	PROPN
aiti-6666	117	7	density	density	NOUN
aiti-6666	117	8	estimator	estimator	NOUN
aiti-6666	117	9	is	be	AUX
aiti-6666	117	10	expressed	express	VERB
aiti-6666	117	11	as	as	ADP
aiti-6666	117	12	:	:	PUNCT
aiti-6666	117	13	21	21	NUM
aiti-6666	117	14	(	(	PUNCT
aiti-6666	117	15	,	,	PUNCT
aiti-6666	117	16	)	)	PUNCT
aiti-6666	117	17	1	1	NUM
aiti-6666	117	18	(	(	PUNCT
aiti-6666	117	19	)	)	PUNCT
aiti-6666	118	1	n	n	CCONJ
aiti-6666	119	1	i	i	PRON
aiti-6666	120	1	i	i	INTJ
aiti-6666	121	1	d	d	X
aiti-6666	121	2	s	s	X
aiti-6666	122	1	c	c	NOUN
aiti-6666	122	2	f	f	PROPN
aiti-6666	122	3	s	s	PROPN
aiti-6666	122	4	k	k	NOUN
aiti-6666	122	5	h	h	NOUN
aiti-6666	122	6	h	h	NOUN
aiti-6666	122	7	=	=	SYM
aiti-6666	123	1	=	=	NOUN
aiti-6666	123	2			VERB
aiti-6666	123	3			NUM
aiti-6666	123	4			ADJ
aiti-6666	123	5			ADJ
aiti-6666	123	6			NOUN
aiti-6666	123	7	∑	∑	INTJ
aiti-6666	123	8	(	(	PUNCT
aiti-6666	123	9	1	1	NUM
aiti-6666	123	10	)	)	PUNCT
aiti-6666	123	11	where	where	SCONJ
aiti-6666	123	12	f(s	f(	VERB
aiti-6666	123	13	)	)	PUNCT
aiti-6666	123	14	is	be	AUX
aiti-6666	123	15	the	the	DET
aiti-6666	123	16	density	density	NOUN
aiti-6666	123	17	measured	measure	VERB
aiti-6666	123	18	at	at	ADP
aiti-6666	123	19	location	location	NOUN
aiti-6666	123	20	s	s	PROPN
aiti-6666	123	21	,	,	PUNCT
aiti-6666	123	22	h	h	PROPN
aiti-6666	123	23	is	be	AUX
aiti-6666	123	24	the	the	DET
aiti-6666	123	25	search	search	NOUN
aiti-6666	123	26	radius	radius	NOUN
aiti-6666	123	27	(	(	PUNCT
aiti-6666	123	28	bandwidth	bandwidth	NOUN
aiti-6666	123	29	)	)	PUNCT
aiti-6666	123	30	of	of	ADP
aiti-6666	123	31	the	the	DET
aiti-6666	123	32	kde	kde	NOUN
aiti-6666	124	1	[	[	X
aiti-6666	124	2	only	only	ADV
aiti-6666	124	3	events	event	NOUN
aiti-6666	124	4	within	within	ADP
aiti-6666	124	5	h	h	NOUN
aiti-6666	124	6	are	be	AUX
aiti-6666	124	7	used	use	VERB
aiti-6666	124	8	to	to	PART
aiti-6666	124	9	estimate	estimate	VERB
aiti-6666	124	10	f(s	f(	NOUN
aiti-6666	124	11	)	)	PUNCT
aiti-6666	124	12	]	]	PUNCT
aiti-6666	124	13	,	,	PUNCT
aiti-6666	124	14	ci	ci	PROPN
aiti-6666	124	15	is	be	AUX
aiti-6666	124	16	the	the	DET
aiti-6666	124	17	observed	observed	ADJ
aiti-6666	124	18	event	event	NOUN
aiti-6666	124	19	point	point	NOUN
aiti-6666	124	20	,	,	PUNCT
aiti-6666	124	21	k	k	X
aiti-6666	124	22	[	[	X
aiti-6666	124	23	]	]	X
aiti-6666	124	24	is	be	AUX
aiti-6666	124	25	the	the	DET
aiti-6666	124	26	weight	weight	NOUN
aiti-6666	124	27	of	of	ADP
aiti-6666	124	28	event	event	NOUN
aiti-6666	124	29	ci	ci	NOUN
aiti-6666	124	30	at	at	ADP
aiti-6666	124	31	distance	distance	NOUN
aiti-6666	124	32	d(s	d(s	PROPN
aiti-6666	124	33	,	,	PUNCT
aiti-6666	124	34	ci	ci	NOUN
aiti-6666	124	35	)	)	PUNCT
aiti-6666	124	36	to	to	PART
aiti-6666	124	37	location	location	VERB
aiti-6666	124	38	s.	s.	PROPN
aiti-6666	125	1	the	the	DET
aiti-6666	125	2	kde	kde	PROPN
aiti-6666	125	3	usually	usually	ADV
aiti-6666	125	4	models	model	VERB
aiti-6666	125	5	the	the	DET
aiti-6666	125	6	so	so	ADV
aiti-6666	125	7	-	-	PUNCT
aiti-6666	125	8	called	call	VERB
aiti-6666	125	9	kernel	kernel	PROPN
aiti-6666	125	10	function	function	NOUN
aiti-6666	125	11	,	,	PUNCT
aiti-6666	125	12	k	k	X
aiti-6666	125	13	,	,	PUNCT
aiti-6666	125	14	as	as	ADP
aiti-6666	125	15	a	a	DET
aiti-6666	125	16	function	function	NOUN
aiti-6666	125	17	of	of	ADP
aiti-6666	125	18	the	the	DET
aiti-6666	125	19	ratio	ratio	NOUN
aiti-6666	125	20	between	between	ADP
aiti-6666	125	21	d(s	d(s	PROPN
aiti-6666	125	22	,	,	PUNCT
aiti-6666	125	23	ci	ci	NOUN
aiti-6666	125	24	)	)	PUNCT
aiti-6666	125	25	and	and	CCONJ
aiti-6666	125	26	h	h	NOUN
aiti-6666	125	27	so	so	SCONJ
aiti-6666	125	28	that	that	SCONJ
aiti-6666	125	29	the	the	DET
aiti-6666	125	30	“	"	PUNCT
aiti-6666	125	31	distance	distance	NOUN
aiti-6666	125	32	decay	decay	NOUN
aiti-6666	125	33	effect	effect	NOUN
aiti-6666	125	34	”	"	PUNCT
aiti-6666	125	35	can	can	AUX
aiti-6666	125	36	be	be	AUX
aiti-6666	125	37	taken	take	VERB
aiti-6666	125	38	into	into	ADP
aiti-6666	125	39	account	account	NOUN
aiti-6666	125	40	in	in	ADP
aiti-6666	125	41	density	density	NOUN
aiti-6666	125	42	estimation	estimation	NOUN
aiti-6666	125	43	.	.	PUNCT
aiti-6666	126	1	the	the	DET
aiti-6666	126	2	evaluation	evaluation	NOUN
aiti-6666	126	3	of	of	ADP
aiti-6666	126	4	kde	kde	NOUN
aiti-6666	126	5	requires	require	VERB
aiti-6666	126	6	two	two	NUM
aiti-6666	126	7	parameters	parameter	NOUN
aiti-6666	126	8	:	:	PUNCT
aiti-6666	126	9	the	the	DET
aiti-6666	126	10	bandwidth	bandwidth	ADJ
aiti-6666	126	11	h	h	NOUN
aiti-6666	126	12	and	and	CCONJ
aiti-6666	126	13	the	the	DET
aiti-6666	126	14	kernel	kernel	PROPN
aiti-6666	126	15	function	function	PROPN
aiti-6666	126	16	k	k	PROPN
aiti-6666	126	17	,	,	PUNCT
aiti-6666	126	18	which	which	PRON
aiti-6666	126	19	determine	determine	VERB
aiti-6666	126	20	the	the	DET
aiti-6666	126	21	weighting	weighting	NOUN
aiti-6666	126	22	of	of	ADP
aiti-6666	126	23	the	the	DET
aiti-6666	126	24	points	point	NOUN
aiti-6666	126	25	.	.	PUNCT
aiti-6666	127	1	in	in	ADP
aiti-6666	127	2	this	this	DET
aiti-6666	127	3	study	study	NOUN
aiti-6666	127	4	,	,	PUNCT
aiti-6666	127	5	we	we	PRON
aiti-6666	127	6	use	use	VERB
aiti-6666	127	7	the	the	DET
aiti-6666	127	8	quartic	quartic	ADJ
aiti-6666	127	9	kernel	kernel	NOUN
aiti-6666	127	10	function	function	NOUN
aiti-6666	127	11	,	,	PUNCT
aiti-6666	127	12	which	which	PRON
aiti-6666	127	13	is	be	AUX
aiti-6666	127	14	one	one	NUM
aiti-6666	127	15	of	of	ADP
aiti-6666	127	16	the	the	DET
aiti-6666	127	17	most	most	ADV
aiti-6666	127	18	commonly	commonly	ADV
aiti-6666	127	19	used	use	VERB
aiti-6666	127	20	features	feature	NOUN
aiti-6666	127	21	:	:	PUNCT
aiti-6666	127	22	[	[	PUNCT
aiti-6666	127	23	]	]	X
aiti-6666	127	24	2	2	NUM
aiti-6666	127	25	2	2	NUM
aiti-6666	127	26	(	(	PUNCT
aiti-6666	127	27	,	,	PUNCT
aiti-6666	127	28	)	)	PUNCT
aiti-6666	127	29	(	(	PUNCT
aiti-6666	127	30	,	,	PUNCT
aiti-6666	127	31	)	)	PUNCT
aiti-6666	127	32	3	3	NUM
aiti-6666	127	33	1	1	NUM
aiti-6666	127	34	4	4	NUM
aiti-6666	127	35	d	d	NOUN
aiti-6666	127	36	s	s	PART
aiti-6666	127	37	cd	cd	PROPN
aiti-6666	127	38	s	s	PROPN
aiti-6666	127	39	c	c	NOUN
aiti-6666	127	40	k	k	PROPN
aiti-6666	127	41	h	h	NOUN
aiti-6666	127	42	h	h	NOUN
aiti-6666	127	43	=	=	PRON
aiti-6666	128	1	−	−	PROPN
aiti-6666	128	2			ADJ
aiti-6666	128	3			PROPN
aiti-6666	128	4			PROPN
aiti-6666	128	5			NOUN
aiti-6666	128	6			NOUN
aiti-6666	128	7			ADJ
aiti-6666	128	8			PROPN
aiti-6666	128	9			ADJ
aiti-6666	128	10			NOUN
aiti-6666	128	11	(	(	PUNCT
aiti-6666	128	12	2	2	NUM
aiti-6666	128	13	)	)	PUNCT
aiti-6666	128	14	fig	fig	NOUN
aiti-6666	128	15	.	.	PUNCT
aiti-6666	128	16	3	3	NUM
aiti-6666	128	17	performing	perform	VERB
aiti-6666	128	18	density	density	NOUN
aiti-6666	128	19	estimation	estimation	NOUN
aiti-6666	128	20	based	base	VERB
aiti-6666	128	21	on	on	ADP
aiti-6666	128	22	the	the	DET
aiti-6666	128	23	center	center	ADJ
aiti-6666	128	24	point	point	NOUN
aiti-6666	128	25	of	of	ADP
aiti-6666	128	26	each	each	DET
aiti-6666	128	27	grid	grid	NOUN
aiti-6666	128	28	cell	cell	NOUN
aiti-6666	128	29	[	[	X
aiti-6666	128	30	24	24	NUM
aiti-6666	128	31	]	]	PUNCT
aiti-6666	128	32	fig	fig	NOUN
aiti-6666	128	33	.	.	PUNCT
aiti-6666	128	34	4	4	NUM
aiti-6666	128	35	weighting	weighting	NOUN
aiti-6666	128	36	(	(	PUNCT
aiti-6666	128	37	ωi	ωi	NOUN
aiti-6666	128	38	)	)	PUNCT
aiti-6666	128	39	based	base	VERB
aiti-6666	128	40	on	on	ADP
aiti-6666	128	41	a	a	DET
aiti-6666	128	42	specific	specific	ADJ
aiti-6666	128	43	kernel	kernel	NOUN
aiti-6666	128	44	function	function	NOUN
aiti-6666	128	45	and	and	CCONJ
aiti-6666	128	46	bandwidth	bandwidth	ADJ
aiti-6666	128	47	[	[	X
aiti-6666	128	48	25	25	NUM
aiti-6666	128	49	]	]	SYM
aiti-6666	128	50	150	150	NUM
aiti-6666	128	51	advances	advance	NOUN
aiti-6666	128	52	in	in	ADP
aiti-6666	128	53	technology	technology	NOUN
aiti-6666	128	54	innovation	innovation	NOUN
aiti-6666	128	55	,	,	PUNCT
aiti-6666	128	56	vol	vol	NOUN
aiti-6666	128	57	.	.	PROPN
aiti-6666	128	58	6	6	NUM
aiti-6666	128	59	,	,	PUNCT
aiti-6666	128	60	no	no	INTJ
aiti-6666	128	61	.	.	NOUN
aiti-6666	128	62	3	3	NUM
aiti-6666	128	63	,	,	PUNCT
aiti-6666	128	64	2021	2021	NUM
aiti-6666	128	65	,	,	PUNCT
aiti-6666	128	66	pp	pp	ADJ
aiti-6666	128	67	.	.	PUNCT
aiti-6666	129	1	146	146	NUM
aiti-6666	129	2	-	-	SYM
aiti-6666	129	3	156	156	NUM
aiti-6666	129	4	fig	fig	NOUN
aiti-6666	129	5	.	.	PUNCT
aiti-6666	130	1	5	5	NUM
aiti-6666	130	2	kernel	kernel	NOUN
aiti-6666	130	3	functions	function	NOUN
aiti-6666	130	4	in	in	ADP
aiti-6666	130	5	a	a	DET
aiti-6666	130	6	standard	standard	ADJ
aiti-6666	130	7	coordinate	coordinate	NOUN
aiti-6666	130	8	system	system	NOUN
aiti-6666	130	9	[	[	X
aiti-6666	130	10	26	26	NUM
aiti-6666	130	11	]	]	SYM
aiti-6666	130	12	3.2	3.2	NUM
aiti-6666	130	13	.	.	PUNCT
aiti-6666	130	14	dockless	dockless	PROPN
aiti-6666	130	15	shared	share	VERB
aiti-6666	130	16	bicycle	bicycle	NOUN
aiti-6666	130	17	flow	flow	NOUN
aiti-6666	130	18	control	control	NOUN
aiti-6666	130	19	system	system	NOUN
aiti-6666	130	20	it	it	PRON
aiti-6666	130	21	is	be	AUX
aiti-6666	130	22	crucial	crucial	ADJ
aiti-6666	130	23	that	that	SCONJ
aiti-6666	130	24	shared	share	VERB
aiti-6666	130	25	bicycle	bicycle	NOUN
aiti-6666	130	26	companies	company	NOUN
aiti-6666	130	27	possess	possess	VERB
aiti-6666	130	28	real	real	ADJ
aiti-6666	130	29	-	-	PUNCT
aiti-6666	130	30	time	time	NOUN
aiti-6666	130	31	or	or	CCONJ
aiti-6666	130	32	ahead	ahead	ADV
aiti-6666	130	33	of	of	ADP
aiti-6666	130	34	time	time	NOUN
aiti-6666	130	35	dispatching	dispatching	NOUN
aiti-6666	130	36	and	and	CCONJ
aiti-6666	130	37	management	management	NOUN
aiti-6666	130	38	ability	ability	NOUN
aiti-6666	130	39	.	.	PUNCT
aiti-6666	131	1	this	this	DET
aiti-6666	131	2	study	study	NOUN
aiti-6666	131	3	proposes	propose	VERB
aiti-6666	131	4	a	a	DET
aiti-6666	131	5	dockless	dockless	ADJ
aiti-6666	131	6	shared	share	VERB
aiti-6666	131	7	bicycle	bicycle	NOUN
aiti-6666	131	8	flow	flow	NOUN
aiti-6666	131	9	control	control	NOUN
aiti-6666	131	10	system	system	NOUN
aiti-6666	131	11	model	model	NOUN
aiti-6666	131	12	and	and	CCONJ
aiti-6666	131	13	an	an	DET
aiti-6666	131	14	incentive	incentive	NOUN
aiti-6666	131	15	mechanism	mechanism	NOUN
aiti-6666	131	16	for	for	ADP
aiti-6666	131	17	the	the	DET
aiti-6666	131	18	reverse	reverse	ADJ
aiti-6666	131	19	flow	flow	NOUN
aiti-6666	131	20	of	of	ADP
aiti-6666	131	21	bikes	bike	NOUN
aiti-6666	131	22	based	base	VERB
aiti-6666	131	23	on	on	ADP
aiti-6666	131	24	threshold	threshold	NOUN
aiti-6666	131	25	values	value	NOUN
aiti-6666	131	26	.	.	PUNCT
aiti-6666	132	1	the	the	DET
aiti-6666	132	2	clustering	clustering	ADJ
aiti-6666	132	3	results	result	NOUN
aiti-6666	132	4	can	can	AUX
aiti-6666	132	5	be	be	AUX
aiti-6666	132	6	used	use	VERB
aiti-6666	132	7	in	in	ADP
aiti-6666	132	8	conjunction	conjunction	NOUN
aiti-6666	132	9	with	with	ADP
aiti-6666	132	10	incentive	incentive	NOUN
aiti-6666	132	11	mechanisms	mechanism	NOUN
aiti-6666	132	12	employing	employ	VERB
aiti-6666	132	13	threshold	threshold	NOUN
aiti-6666	132	14	values	value	NOUN
aiti-6666	132	15	to	to	PART
aiti-6666	132	16	encourage	encourage	VERB
aiti-6666	132	17	bicycle	bicycle	NOUN
aiti-6666	132	18	users	user	NOUN
aiti-6666	132	19	to	to	PART
aiti-6666	132	20	perform	perform	VERB
aiti-6666	132	21	bicycle	bicycle	NOUN
aiti-6666	132	22	dispersal	dispersal	NOUN
aiti-6666	132	23	and	and	CCONJ
aiti-6666	132	24	dispatching	dispatch	VERB
aiti-6666	132	25	actively	actively	ADV
aiti-6666	132	26	.	.	PUNCT
aiti-6666	133	1	it	it	PRON
aiti-6666	133	2	boosts	boost	VERB
aiti-6666	133	3	the	the	DET
aiti-6666	133	4	carrying	carry	VERB
aiti-6666	133	5	capacity	capacity	NOUN
aiti-6666	133	6	of	of	ADP
aiti-6666	133	7	urban	urban	ADJ
aiti-6666	133	8	transportation	transportation	NOUN
aiti-6666	133	9	systems	system	NOUN
aiti-6666	133	10	,	,	PUNCT
aiti-6666	133	11	and	and	CCONJ
aiti-6666	133	12	reduces	reduce	VERB
aiti-6666	133	13	the	the	DET
aiti-6666	133	14	risk	risk	NOUN
aiti-6666	133	15	and	and	CCONJ
aiti-6666	133	16	cost	cost	NOUN
aiti-6666	133	17	of	of	ADP
aiti-6666	133	18	ineffective	ineffective	ADJ
aiti-6666	133	19	dispatching	dispatching	NOUN
aiti-6666	133	20	.	.	PUNCT
aiti-6666	134	1	as	as	SCONJ
aiti-6666	134	2	shown	show	VERB
aiti-6666	134	3	in	in	ADP
aiti-6666	134	4	fig	fig	NOUN
aiti-6666	134	5	.	.	PUNCT
aiti-6666	135	1	6	6	NUM
aiti-6666	135	2	,	,	PUNCT
aiti-6666	135	3	this	this	DET
aiti-6666	135	4	system	system	NOUN
aiti-6666	135	5	considers	consider	VERB
aiti-6666	135	6	the	the	DET
aiti-6666	135	7	number	number	NOUN
aiti-6666	135	8	of	of	ADP
aiti-6666	135	9	check	check	NOUN
aiti-6666	135	10	-	-	PUNCT
aiti-6666	135	11	outs	out	NOUN
aiti-6666	135	12	within	within	ADP
aiti-6666	135	13	a	a	DET
aiti-6666	135	14	unit	unit	NOUN
aiti-6666	135	15	time	time	NOUN
aiti-6666	135	16	and	and	CCONJ
aiti-6666	135	17	a	a	DET
aiti-6666	135	18	unit	unit	NOUN
aiti-6666	135	19	area	area	NOUN
aiti-6666	135	20	to	to	PART
aiti-6666	135	21	be	be	AUX
aiti-6666	135	22	the	the	DET
aiti-6666	135	23	bicycle	bicycle	NOUN
aiti-6666	135	24	demand	demand	NOUN
aiti-6666	135	25	of	of	ADP
aiti-6666	135	26	that	that	DET
aiti-6666	135	27	area	area	NOUN
aiti-6666	135	28	,	,	PUNCT
aiti-6666	135	29	and	and	CCONJ
aiti-6666	135	30	the	the	DET
aiti-6666	135	31	number	number	NOUN
aiti-6666	135	32	of	of	ADP
aiti-6666	135	33	check	check	NOUN
aiti-6666	135	34	-	-	PUNCT
aiti-6666	135	35	ins	in	NOUN
aiti-6666	135	36	within	within	ADP
aiti-6666	135	37	a	a	DET
aiti-6666	135	38	unit	unit	NOUN
aiti-6666	135	39	time	time	NOUN
aiti-6666	135	40	and	and	CCONJ
aiti-6666	135	41	a	a	DET
aiti-6666	135	42	unit	unit	NOUN
aiti-6666	135	43	area	area	NOUN
aiti-6666	135	44	to	to	PART
aiti-6666	135	45	be	be	AUX
aiti-6666	135	46	the	the	DET
aiti-6666	135	47	bicycle	bicycle	NOUN
aiti-6666	135	48	supply	supply	NOUN
aiti-6666	135	49	of	of	ADP
aiti-6666	135	50	that	that	DET
aiti-6666	135	51	area	area	NOUN
aiti-6666	135	52	.	.	PUNCT
aiti-6666	136	1	it	it	PRON
aiti-6666	136	2	is	be	AUX
aiti-6666	136	3	necessary	necessary	ADJ
aiti-6666	136	4	to	to	PART
aiti-6666	136	5	use	use	VERB
aiti-6666	136	6	incentives	incentive	NOUN
aiti-6666	136	7	or	or	CCONJ
aiti-6666	136	8	compulsory	compulsory	ADJ
aiti-6666	136	9	rules	rule	NOUN
aiti-6666	136	10	to	to	PART
aiti-6666	136	11	control	control	VERB
aiti-6666	136	12	the	the	DET
aiti-6666	136	13	rate	rate	NOUN
aiti-6666	136	14	of	of	ADP
aiti-6666	136	15	check	check	NOUN
aiti-6666	136	16	-	-	PUNCT
aiti-6666	136	17	outs	out	NOUN
aiti-6666	136	18	and	and	CCONJ
aiti-6666	136	19	check	check	NOUN
aiti-6666	136	20	-	-	PUNCT
aiti-6666	136	21	ins	in	NOUN
aiti-6666	136	22	to	to	PART
aiti-6666	136	23	ensure	ensure	VERB
aiti-6666	136	24	that	that	SCONJ
aiti-6666	136	25	each	each	DET
aiti-6666	136	26	region	region	NOUN
aiti-6666	136	27	has	have	VERB
aiti-6666	136	28	a	a	DET
aiti-6666	136	29	proper	proper	ADJ
aiti-6666	136	30	amount	amount	NOUN
aiti-6666	136	31	of	of	ADP
aiti-6666	136	32	bicycle	bicycle	NOUN
aiti-6666	136	33	stock	stock	NOUN
aiti-6666	136	34	.	.	PUNCT
aiti-6666	137	1	when	when	SCONJ
aiti-6666	137	2	the	the	DET
aiti-6666	137	3	stock	stock	NOUN
aiti-6666	137	4	is	be	AUX
aiti-6666	137	5	excessively	excessively	ADV
aiti-6666	137	6	high	high	ADJ
aiti-6666	137	7	—	—	PUNCT
aiti-6666	137	8	higher	high	ADJ
aiti-6666	137	9	than	than	ADP
aiti-6666	137	10	the	the	DET
aiti-6666	137	11	upper	upper	ADJ
aiti-6666	137	12	threshold	threshold	NOUN
aiti-6666	137	13	—	—	PUNCT
aiti-6666	137	14	the	the	DET
aiti-6666	137	15	system	system	NOUN
aiti-6666	137	16	triggers	trigger	VERB
aiti-6666	137	17	the	the	DET
aiti-6666	137	18	check	check	VERB
aiti-6666	137	19	-	-	PUNCT
aiti-6666	137	20	out	out	ADP
aiti-6666	137	21	incentive	incentive	NOUN
aiti-6666	137	22	mechanism	mechanism	NOUN
aiti-6666	137	23	.	.	PUNCT
aiti-6666	138	1	when	when	SCONJ
aiti-6666	138	2	the	the	DET
aiti-6666	138	3	stock	stock	NOUN
aiti-6666	138	4	is	be	AUX
aiti-6666	138	5	too	too	ADV
aiti-6666	138	6	low	low	ADJ
aiti-6666	138	7	—	—	PUNCT
aiti-6666	138	8	below	below	ADP
aiti-6666	138	9	the	the	DET
aiti-6666	138	10	lower	low	ADJ
aiti-6666	138	11	limit	limit	NOUN
aiti-6666	138	12	—	—	PUNCT
aiti-6666	138	13	the	the	DET
aiti-6666	138	14	system	system	NOUN
aiti-6666	138	15	activates	activate	VERB
aiti-6666	138	16	the	the	DET
aiti-6666	138	17	check	check	NOUN
aiti-6666	138	18	-	-	PUNCT
aiti-6666	138	19	in	in	ADP
aiti-6666	138	20	incentive	incentive	NOUN
aiti-6666	138	21	mechanism	mechanism	NOUN
aiti-6666	138	22	.	.	PUNCT
aiti-6666	139	1	these	these	DET
aiti-6666	139	2	incentive	incentive	NOUN
aiti-6666	139	3	mechanisms	mechanism	NOUN
aiti-6666	139	4	controlling	control	VERB
aiti-6666	139	5	reverse	reverse	ADJ
aiti-6666	139	6	flow	flow	NOUN
aiti-6666	139	7	based	base	VERB
aiti-6666	139	8	on	on	ADP
aiti-6666	139	9	threshold	threshold	NOUN
aiti-6666	139	10	values	value	NOUN
aiti-6666	139	11	can	can	AUX
aiti-6666	139	12	be	be	AUX
aiti-6666	139	13	expected	expect	VERB
aiti-6666	139	14	to	to	PART
aiti-6666	139	15	ensure	ensure	VERB
aiti-6666	139	16	that	that	SCONJ
aiti-6666	139	17	the	the	DET
aiti-6666	139	18	stock	stock	NOUN
aiti-6666	139	19	can	can	AUX
aiti-6666	139	20	be	be	AUX
aiti-6666	139	21	in	in	ADP
aiti-6666	139	22	a	a	DET
aiti-6666	139	23	better	well	ADJ
aiti-6666	139	24	state	state	NOUN
aiti-6666	139	25	than	than	ADP
aiti-6666	139	26	when	when	SCONJ
aiti-6666	139	27	not	not	PART
aiti-6666	139	28	using	use	VERB
aiti-6666	139	29	the	the	DET
aiti-6666	139	30	incentive	incentive	NOUN
aiti-6666	139	31	mechanisms	mechanism	NOUN
aiti-6666	139	32	.	.	PUNCT
aiti-6666	140	1	apart	apart	ADV
aiti-6666	140	2	from	from	ADP
aiti-6666	140	3	this	this	PRON
aiti-6666	140	4	,	,	PUNCT
aiti-6666	140	5	when	when	SCONJ
aiti-6666	140	6	the	the	DET
aiti-6666	140	7	system	system	NOUN
aiti-6666	140	8	detects	detect	VERB
aiti-6666	140	9	that	that	PRON
aiti-6666	140	10	the	the	DET
aiti-6666	140	11	bicycle	bicycle	NOUN
aiti-6666	140	12	density	density	NOUN
aiti-6666	140	13	reaches	reach	VERB
aiti-6666	140	14	the	the	DET
aiti-6666	140	15	level	level	NOUN
aiti-6666	140	16	of	of	ADP
aiti-6666	140	17	oversupply	oversupply	NOUN
aiti-6666	140	18	or	or	CCONJ
aiti-6666	140	19	shortage	shortage	NOUN
aiti-6666	140	20	,	,	PUNCT
aiti-6666	140	21	the	the	DET
aiti-6666	140	22	shared	share	VERB
aiti-6666	140	23	bicycle	bicycle	NOUN
aiti-6666	140	24	company	company	NOUN
aiti-6666	140	25	have	have	VERB
aiti-6666	140	26	to	to	PART
aiti-6666	140	27	dispatch	dispatch	VERB
aiti-6666	140	28	trucks	truck	NOUN
aiti-6666	140	29	to	to	PART
aiti-6666	140	30	perform	perform	VERB
aiti-6666	140	31	transport	transport	NOUN
aiti-6666	140	32	and	and	CCONJ
aiti-6666	140	33	force	force	VERB
aiti-6666	140	34	the	the	DET
aiti-6666	140	35	system	system	NOUN
aiti-6666	140	36	back	back	ADV
aiti-6666	140	37	within	within	ADP
aiti-6666	140	38	the	the	DET
aiti-6666	140	39	normal	normal	ADJ
aiti-6666	140	40	range	range	NOUN
aiti-6666	140	41	[	[	X
aiti-6666	140	42	27	27	NUM
aiti-6666	140	43	]	]	PUNCT
aiti-6666	140	44	.	.	PUNCT
aiti-6666	141	1	fig	fig	NOUN
aiti-6666	141	2	.	.	PUNCT
aiti-6666	142	1	6	6	NUM
aiti-6666	142	2	dockless	dockless	ADJ
aiti-6666	142	3	shared	share	VERB
aiti-6666	142	4	bicycle	bicycle	NOUN
aiti-6666	142	5	control	control	NOUN
aiti-6666	142	6	system	system	NOUN
aiti-6666	142	7	model	model	NOUN
aiti-6666	142	8	151	151	NUM
aiti-6666	142	9	advances	advance	NOUN
aiti-6666	142	10	in	in	ADP
aiti-6666	142	11	technology	technology	NOUN
aiti-6666	142	12	innovation	innovation	NOUN
aiti-6666	142	13	,	,	PUNCT
aiti-6666	142	14	vol	vol	NOUN
aiti-6666	142	15	.	.	PROPN
aiti-6666	142	16	6	6	NUM
aiti-6666	142	17	,	,	PUNCT
aiti-6666	142	18	no	no	INTJ
aiti-6666	142	19	.	.	NOUN
aiti-6666	142	20	3	3	NUM
aiti-6666	142	21	,	,	PUNCT
aiti-6666	142	22	2021	2021	NUM
aiti-6666	142	23	,	,	PUNCT
aiti-6666	142	24	pp	pp	ADJ
aiti-6666	142	25	.	.	PUNCT
aiti-6666	143	1	146	146	NUM
aiti-6666	143	2	-	-	SYM
aiti-6666	143	3	156	156	NUM
aiti-6666	143	4	for	for	ADP
aiti-6666	143	5	every	every	DET
aiti-6666	143	6	partition	partition	NOUN
aiti-6666	143	7	,	,	PUNCT
aiti-6666	143	8	the	the	DET
aiti-6666	143	9	most	most	ADV
aiti-6666	143	10	important	important	ADJ
aiti-6666	143	11	aspect	aspect	NOUN
aiti-6666	143	12	is	be	AUX
aiti-6666	143	13	maintaining	maintain	VERB
aiti-6666	143	14	a	a	DET
aiti-6666	143	15	balance	balance	NOUN
aiti-6666	143	16	between	between	ADP
aiti-6666	143	17	supply	supply	NOUN
aiti-6666	143	18	and	and	CCONJ
aiti-6666	143	19	demand	demand	NOUN
aiti-6666	143	20	within	within	ADP
aiti-6666	143	21	each	each	DET
aiti-6666	143	22	cluster	cluster	NOUN
aiti-6666	143	23	in	in	ADP
aiti-6666	143	24	this	this	DET
aiti-6666	143	25	dynamic	dynamic	ADJ
aiti-6666	143	26	system	system	NOUN
aiti-6666	143	27	,	,	PUNCT
aiti-6666	143	28	and	and	CCONJ
aiti-6666	143	29	incentives	incentive	NOUN
aiti-6666	143	30	must	must	AUX
aiti-6666	143	31	seek	seek	VERB
aiti-6666	143	32	to	to	PART
aiti-6666	143	33	reverse	reverse	VERB
aiti-6666	143	34	imbalances	imbalance	NOUN
aiti-6666	143	35	in	in	ADP
aiti-6666	143	36	supply	supply	NOUN
aiti-6666	143	37	and	and	CCONJ
aiti-6666	143	38	demand	demand	NOUN
aiti-6666	143	39	during	during	ADP
aiti-6666	143	40	the	the	DET
aiti-6666	143	41	previous	previous	ADJ
aiti-6666	143	42	period	period	NOUN
aiti-6666	143	43	.	.	PUNCT
aiti-6666	144	1	in	in	ADP
aiti-6666	144	2	this	this	DET
aiti-6666	144	3	study	study	NOUN
aiti-6666	144	4	,	,	PUNCT
aiti-6666	144	5	we	we	PRON
aiti-6666	144	6	consequently	consequently	ADV
aiti-6666	144	7	design	design	VERB
aiti-6666	144	8	a	a	DET
aiti-6666	144	9	check	check	NOUN
aiti-6666	144	10	-	-	PUNCT
aiti-6666	144	11	out	out	ADP
aiti-6666	144	12	incentive	incentive	NOUN
aiti-6666	144	13	formula	formula	NOUN
aiti-6666	144	14	(	(	PUNCT
aiti-6666	144	15	referring	refer	VERB
aiti-6666	144	16	to	to	ADP
aiti-6666	144	17	eq	eq	PROPN
aiti-6666	144	18	.	.	PUNCT
aiti-6666	145	1	(	(	PUNCT
aiti-6666	145	2	3	3	NUM
aiti-6666	145	3	)	)	PUNCT
aiti-6666	145	4	)	)	PUNCT
aiti-6666	146	1	and	and	CCONJ
aiti-6666	146	2	a	a	DET
aiti-6666	146	3	check	check	NOUN
aiti-6666	146	4	-	-	PUNCT
aiti-6666	146	5	in	in	ADP
aiti-6666	146	6	incentive	incentive	NOUN
aiti-6666	146	7	formula	formula	NOUN
aiti-6666	146	8	(	(	PUNCT
aiti-6666	146	9	referring	refer	VERB
aiti-6666	146	10	to	to	ADP
aiti-6666	146	11	eq	eq	PROPN
aiti-6666	146	12	.	.	PUNCT
aiti-6666	147	1	(	(	PUNCT
aiti-6666	147	2	4	4	NUM
aiti-6666	147	3	)	)	PUNCT
aiti-6666	147	4	)	)	PUNCT
aiti-6666	147	5	,	,	PUNCT
aiti-6666	147	6	in	in	ADP
aiti-6666	147	7	which	which	PRON
aiti-6666	147	8	x	x	PRON
aiti-6666	147	9	is	be	AUX
aiti-6666	147	10	the	the	DET
aiti-6666	147	11	check	check	VERB
aiti-6666	147	12	-	-	PUNCT
aiti-6666	147	13	out	out	ADP
aiti-6666	147	14	rate	rate	NOUN
aiti-6666	147	15	,	,	PUNCT
aiti-6666	147	16	y	y	PROPN
aiti-6666	147	17	is	be	AUX
aiti-6666	147	18	the	the	DET
aiti-6666	147	19	check	check	VERB
aiti-6666	147	20	-	-	PUNCT
aiti-6666	147	21	in	in	ADP
aiti-6666	147	22	rate	rate	NOUN
aiti-6666	147	23	,	,	PUNCT
aiti-6666	147	24	�	�	PROPN
aiti-6666	147	25	�	�	PROPN
aiti-6666	147	26	is	be	AUX
aiti-6666	147	27	the	the	DET
aiti-6666	147	28	time	time	NOUN
aiti-6666	147	29	,	,	PUNCT
aiti-6666	147	30	and	and	CCONJ
aiti-6666	147	31	n	n	PRON
aiti-6666	147	32	is	be	AUX
aiti-6666	147	33	an	an	DET
aiti-6666	147	34	integer	integer	NOUN
aiti-6666	147	35	.	.	PUNCT
aiti-6666	148	1	if	if	SCONJ
aiti-6666	148	2	�	�	PROPN
aiti-6666	148	3	�	�	PROPN
aiti-6666	148	4	�	�	PROPN
aiti-6666	148	5	�	�	PROPN
aiti-6666	148	6	�	�	PROPN
aiti-6666	148	7	≤	≤	PROPN
aiti-6666	148	8	�	�	PROPN
aiti-6666	148	9	�	�	PROPN
aiti-6666	148	10	�	�	PROPN
aiti-6666	148	11	�	�	PROPN
aiti-6666	148	12	at	at	ADP
aiti-6666	148	13	the	the	DET
aiti-6666	148	14	time	time	NOUN
aiti-6666	148	15	�	�	PROPN
aiti-6666	148	16	�	�	PROPN
aiti-6666	148	17	,	,	PUNCT
aiti-6666	148	18	then	then	ADV
aiti-6666	148	19	the	the	DET
aiti-6666	148	20	check	check	VERB
aiti-6666	148	21	-	-	PUNCT
aiti-6666	148	22	out	out	ADP
aiti-6666	148	23	incentive	incentive	NOUN
aiti-6666	148	24	amount	amount	NOUN
aiti-6666	148	25	is	be	AUX
aiti-6666	148	26	expressed	express	VERB
aiti-6666	148	27	as	as	ADP
aiti-6666	148	28	:	:	SYM
aiti-6666	148	29	1	1	NUM
aiti-6666	148	30	1	1	NUM
aiti-6666	148	31	2	2	NUM
aiti-6666	148	32	i	i	PRON
aiti-6666	148	33	n	n	VERB
aiti-6666	148	34	nt	not	PART
aiti-6666	148	35	ty	ty	INTJ
aiti-6666	148	36	x	x	NOUN
aiti-6666	148	37	−	−	NOUN
aiti-6666	148	38	−	−	NOUN
aiti-6666	148	39	−	−	PROPN
aiti-6666	149	1	(	(	PUNCT
aiti-6666	149	2	3	3	NUM
aiti-6666	149	3	)	)	PUNCT
aiti-6666	149	4	where	where	SCONJ
aiti-6666	149	5	�	�	PROPN
aiti-6666	149	6	is	be	AUX
aiti-6666	149	7	a	a	DET
aiti-6666	149	8	whole	whole	ADJ
aiti-6666	149	9	number	number	NOUN
aiti-6666	149	10	and	and	CCONJ
aiti-6666	149	11	is	be	AUX
aiti-6666	149	12	the	the	DET
aiti-6666	149	13	check	check	VERB
aiti-6666	149	14	-	-	PUNCT
aiti-6666	149	15	out	out	ADP
aiti-6666	149	16	sequence	sequence	NOUN
aiti-6666	149	17	at	at	ADP
aiti-6666	149	18	a	a	DET
aiti-6666	149	19	time	time	NOUN
aiti-6666	149	20	�	�	PROPN
aiti-6666	149	21	�	�	PROPN
aiti-6666	149	22	.	.	PUNCT
aiti-6666	150	1	by	by	ADP
aiti-6666	150	2	eq	eq	PROPN
aiti-6666	150	3	.	.	PUNCT
aiti-6666	151	1	(	(	PUNCT
aiti-6666	151	2	3	3	NUM
aiti-6666	151	3	)	)	PUNCT
aiti-6666	151	4	,	,	PUNCT
aiti-6666	151	5	at	at	ADP
aiti-6666	151	6	the	the	DET
aiti-6666	151	7	time	time	NOUN
aiti-6666	151	8	�	�	PROPN
aiti-6666	151	9	�	�	PROPN
aiti-6666	151	10	,	,	PUNCT
aiti-6666	151	11	the	the	DET
aiti-6666	151	12	incentive	incentive	NOUN
aiti-6666	151	13	for	for	ADP
aiti-6666	151	14	check	check	NOUN
aiti-6666	151	15	-	-	PUNCT
aiti-6666	151	16	out	out	NOUN
aiti-6666	151	17	of	of	ADP
aiti-6666	151	18	the	the	DET
aiti-6666	151	19	first	first	ADJ
aiti-6666	151	20	bicycle	bicycle	NOUN
aiti-6666	151	21	is	be	AUX
aiti-6666	151	22	maximum	maximum	ADJ
aiti-6666	151	23	,	,	PUNCT
aiti-6666	151	24	and	and	CCONJ
aiti-6666	151	25	the	the	DET
aiti-6666	151	26	impetus	impetus	NOUN
aiti-6666	151	27	for	for	ADP
aiti-6666	151	28	the	the	DET
aiti-6666	151	29	check	check	NOUN
aiti-6666	151	30	-	-	PUNCT
aiti-6666	151	31	out	out	NOUN
aiti-6666	151	32	of	of	ADP
aiti-6666	151	33	each	each	DET
aiti-6666	151	34	subsequent	subsequent	ADJ
aiti-6666	151	35	bike	bike	NOUN
aiti-6666	151	36	decreases	decrease	VERB
aiti-6666	151	37	progressively	progressively	ADV
aiti-6666	151	38	with	with	ADP
aiti-6666	151	39	the	the	DET
aiti-6666	151	40	increasing	increase	VERB
aiti-6666	151	41	root	root	NOUN
aiti-6666	151	42	of	of	ADP
aiti-6666	151	43	1/2	1/2	NUM
aiti-6666	151	44	with	with	ADP
aiti-6666	151	45	the	the	DET
aiti-6666	151	46	increase	increase	NOUN
aiti-6666	151	47	in	in	ADP
aiti-6666	151	48	the	the	DET
aiti-6666	151	49	number	number	NOUN
aiti-6666	151	50	of	of	ADP
aiti-6666	151	51	bikes	bike	NOUN
aiti-6666	151	52	checked	check	VERB
aiti-6666	151	53	out	out	ADP
aiti-6666	151	54	:	:	PUNCT
aiti-6666	151	55	1/2	1/2	NUM
aiti-6666	151	56	1	1	NUM
aiti-6666	151	57	,	,	PUNCT
aiti-6666	151	58	1/2	1/2	NUM
aiti-6666	151	59	2	2	NUM
aiti-6666	151	60	,	,	PUNCT
aiti-6666	151	61	1/2	1/2	NUM
aiti-6666	151	62	3	3	NUM
aiti-6666	151	63	,	,	PUNCT
aiti-6666	151	64	and	and	CCONJ
aiti-6666	151	65	so	so	ADV
aiti-6666	151	66	on	on	ADV
aiti-6666	151	67	.	.	PUNCT
aiti-6666	152	1	the	the	DET
aiti-6666	152	2	incentive	incentive	NOUN
aiti-6666	152	3	for	for	ADP
aiti-6666	152	4	the	the	DET
aiti-6666	152	5	final	final	ADJ
aiti-6666	152	6	bicycle	bicycle	NOUN
aiti-6666	152	7	checked	check	VERB
aiti-6666	152	8	-	-	PUNCT
aiti-6666	152	9	out	out	ADP
aiti-6666	152	10	approaches	approach	NOUN
aiti-6666	152	11	0	0	NUM
aiti-6666	152	12	without	without	ADP
aiti-6666	152	13	limit	limit	NOUN
aiti-6666	152	14	,	,	PUNCT
aiti-6666	152	15	but	but	CCONJ
aiti-6666	152	16	never	never	ADV
aiti-6666	152	17	reaches	reach	VERB
aiti-6666	152	18	0	0	NUM
aiti-6666	152	19	.	.	PUNCT
aiti-6666	153	1	if	if	SCONJ
aiti-6666	153	2	�	�	PROPN
aiti-6666	153	3	�	�	PROPN
aiti-6666	153	4	�	�	PROPN
aiti-6666	153	5	�	�	PROPN
aiti-6666	153	6	�	�	PROPN
aiti-6666	153	7	≤	≤	PROPN
aiti-6666	153	8	�	�	PROPN
aiti-6666	153	9	�	�	PROPN
aiti-6666	153	10	�	�	PROPN
aiti-6666	153	11	�	�	PROPN
aiti-6666	153	12	at	at	ADP
aiti-6666	153	13	the	the	DET
aiti-6666	153	14	time	time	NOUN
aiti-6666	153	15	�	�	PROPN
aiti-6666	153	16	,	,	PUNCT
aiti-6666	153	17	then	then	ADV
aiti-6666	153	18	the	the	DET
aiti-6666	153	19	check	check	NOUN
aiti-6666	153	20	-	-	PUNCT
aiti-6666	153	21	in	in	ADP
aiti-6666	153	22	incentive	incentive	NOUN
aiti-6666	153	23	amount	amount	NOUN
aiti-6666	153	24	is	be	AUX
aiti-6666	153	25	expressed	express	VERB
aiti-6666	153	26	as	as	ADP
aiti-6666	153	27	:	:	SYM
aiti-6666	153	28	1	1	NUM
aiti-6666	153	29	1	1	NUM
aiti-6666	153	30	2	2	NUM
aiti-6666	153	31	j	j	PROPN
aiti-6666	153	32	m	m	PROPN
aiti-6666	153	33	mt	mt	PROPN
aiti-6666	153	34	tx	tx	PROPN
aiti-6666	153	35	y	y	PROPN
aiti-6666	153	36	−	−	PROPN
aiti-6666	154	1	−	−	PROPN
aiti-6666	154	2	−	−	PROPN
aiti-6666	154	3	(	(	PUNCT
aiti-6666	154	4	4	4	NUM
aiti-6666	154	5	)	)	PUNCT
aiti-6666	154	6	where	where	SCONJ
aiti-6666	154	7	j	j	PROPN
aiti-6666	154	8	is	be	AUX
aiti-6666	154	9	a	a	DET
aiti-6666	154	10	whole	whole	ADJ
aiti-6666	154	11	number	number	NOUN
aiti-6666	154	12	and	and	CCONJ
aiti-6666	154	13	is	be	AUX
aiti-6666	154	14	the	the	DET
aiti-6666	154	15	check	check	VERB
aiti-6666	154	16	-	-	PUNCT
aiti-6666	154	17	in	in	ADP
aiti-6666	154	18	sequence	sequence	NOUN
aiti-6666	154	19	at	at	ADP
aiti-6666	154	20	a	a	DET
aiti-6666	154	21	time	time	NOUN
aiti-6666	154	22	�	�	PROPN
aiti-6666	154	23	.	.	PUNCT
aiti-6666	155	1	by	by	ADP
aiti-6666	155	2	eq	eq	PROPN
aiti-6666	155	3	.	.	PUNCT
aiti-6666	156	1	(	(	PUNCT
aiti-6666	156	2	4	4	NUM
aiti-6666	156	3	)	)	PUNCT
aiti-6666	156	4	,	,	PUNCT
aiti-6666	156	5	at	at	ADP
aiti-6666	156	6	time	time	NOUN
aiti-6666	156	7	�	�	PROPN
aiti-6666	156	8	,	,	PUNCT
aiti-6666	156	9	the	the	DET
aiti-6666	156	10	incentive	incentive	NOUN
aiti-6666	156	11	for	for	ADP
aiti-6666	156	12	check	check	NOUN
aiti-6666	156	13	-	-	PUNCT
aiti-6666	156	14	in	in	NOUN
aiti-6666	156	15	of	of	ADP
aiti-6666	156	16	the	the	DET
aiti-6666	156	17	first	first	ADJ
aiti-6666	156	18	bicycle	bicycle	NOUN
aiti-6666	156	19	is	be	AUX
aiti-6666	156	20	maximum	maximum	ADJ
aiti-6666	156	21	,	,	PUNCT
aiti-6666	156	22	and	and	CCONJ
aiti-6666	156	23	the	the	DET
aiti-6666	156	24	impetus	impetus	NOUN
aiti-6666	156	25	for	for	SCONJ
aiti-6666	156	26	the	the	DET
aiti-6666	156	27	check	check	NOUN
aiti-6666	156	28	-	-	PUNCT
aiti-6666	156	29	in	in	NOUN
aiti-6666	156	30	of	of	ADP
aiti-6666	156	31	each	each	DET
aiti-6666	156	32	subsequent	subsequent	ADJ
aiti-6666	156	33	bike	bike	NOUN
aiti-6666	156	34	decreases	decrease	VERB
aiti-6666	156	35	progressively	progressively	ADV
aiti-6666	156	36	with	with	ADP
aiti-6666	156	37	the	the	DET
aiti-6666	156	38	increasing	increase	VERB
aiti-6666	156	39	root	root	NOUN
aiti-6666	156	40	of	of	ADP
aiti-6666	156	41	1/2	1/2	NUM
aiti-6666	156	42	:	:	PUNCT
aiti-6666	156	43	1/2	1/2	NUM
aiti-6666	156	44	1	1	NUM
aiti-6666	156	45	,	,	PUNCT
aiti-6666	156	46	1/2	1/2	NUM
aiti-6666	156	47	2	2	NUM
aiti-6666	156	48	,	,	PUNCT
aiti-6666	156	49	1/2	1/2	NUM
aiti-6666	156	50	3	3	NUM
aiti-6666	156	51	,	,	PUNCT
aiti-6666	156	52	and	and	CCONJ
aiti-6666	156	53	so	so	ADV
aiti-6666	156	54	on	on	ADV
aiti-6666	156	55	.	.	PUNCT
aiti-6666	157	1	the	the	DET
aiti-6666	157	2	incentive	incentive	NOUN
aiti-6666	157	3	for	for	ADP
aiti-6666	157	4	the	the	DET
aiti-6666	157	5	final	final	ADJ
aiti-6666	157	6	bicycle	bicycle	NOUN
aiti-6666	157	7	checked	check	VERB
aiti-6666	157	8	-	-	PUNCT
aiti-6666	157	9	in	in	ADP
aiti-6666	157	10	approaches	approach	NOUN
aiti-6666	157	11	0	0	NUM
aiti-6666	157	12	without	without	ADP
aiti-6666	157	13	limit	limit	NOUN
aiti-6666	157	14	,	,	PUNCT
aiti-6666	157	15	but	but	CCONJ
aiti-6666	157	16	never	never	ADV
aiti-6666	157	17	reaches	reach	VERB
aiti-6666	157	18	0	0	NUM
aiti-6666	157	19	.	.	PUNCT
aiti-6666	158	1	as	as	SCONJ
aiti-6666	158	2	described	describe	VERB
aiti-6666	158	3	above	above	ADV
aiti-6666	158	4	,	,	PUNCT
aiti-6666	158	5	if	if	SCONJ
aiti-6666	158	6	a	a	DET
aiti-6666	158	7	bicycle	bicycle	NOUN
aiti-6666	158	8	is	be	AUX
aiti-6666	158	9	checked	check	VERB
aiti-6666	158	10	out	out	ADP
aiti-6666	158	11	from	from	ADP
aiti-6666	158	12	area	area	NOUN
aiti-6666	158	13	p	p	NOUN
aiti-6666	158	14	at	at	ADP
aiti-6666	158	15	time	time	NOUN
aiti-6666	158	16	�	�	PROPN
aiti-6666	158	17	�	�	PROPN
aiti-6666	158	18	and	and	CCONJ
aiti-6666	158	19	checked	check	VERB
aiti-6666	158	20	in	in	ADP
aiti-6666	158	21	area	area	NOUN
aiti-6666	158	22	q	q	PUNCT
aiti-6666	158	23	at	at	ADP
aiti-6666	158	24	�	�	PROPN
aiti-6666	158	25	,	,	PUNCT
aiti-6666	158	26	the	the	DET
aiti-6666	158	27	incentive	incentive	NOUN
aiti-6666	158	28	amount	amount	NOUN
aiti-6666	158	29	is	be	AUX
aiti-6666	158	30	the	the	DET
aiti-6666	158	31	sum	sum	NOUN
aiti-6666	158	32	of	of	ADP
aiti-6666	158	33	the	the	DET
aiti-6666	158	34	check	check	NOUN
aiti-6666	158	35	-	-	PUNCT
aiti-6666	158	36	in	in	ADP
aiti-6666	158	37	incentive	incentive	NOUN
aiti-6666	158	38	in	in	ADP
aiti-6666	158	39	area	area	NOUN
aiti-6666	158	40	p	p	VERB
aiti-6666	158	41	during	during	ADP
aiti-6666	158	42	at	at	ADP
aiti-6666	158	43	time	time	NOUN
aiti-6666	158	44	tout	tout	NOUN
aiti-6666	158	45	and	and	CCONJ
aiti-6666	158	46	the	the	DET
aiti-6666	158	47	check	check	VERB
aiti-6666	158	48	-	-	PUNCT
aiti-6666	158	49	out	out	ADP
aiti-6666	158	50	incentive	incentive	NOUN
aiti-6666	158	51	in	in	ADP
aiti-6666	158	52	area	area	NOUN
aiti-6666	158	53	q	q	PUNCT
aiti-6666	158	54	during	during	ADP
aiti-6666	158	55	at	at	ADP
aiti-6666	158	56	time	time	NOUN
aiti-6666	158	57	�	�	PROPN
aiti-6666	158	58	�	�	PROPN
aiti-6666	158	59	�	�	PROPN
aiti-6666	158	60	.	.	PUNCT
aiti-6666	159	1	the	the	DET
aiti-6666	159	2	total	total	ADJ
aiti-6666	159	3	incentive	incentive	NOUN
aiti-6666	159	4	amount	amount	NOUN
aiti-6666	159	5	can	can	AUX
aiti-6666	159	6	be	be	AUX
aiti-6666	159	7	represented	represent	VERB
aiti-6666	159	8	as	as	ADP
aiti-6666	159	9	:	:	SYM
aiti-6666	159	10	1	1	NUM
aiti-6666	159	11	1	1	NUM
aiti-6666	159	12	1	1	NUM
aiti-6666	159	13	1	1	NUM
aiti-6666	159	14	2	2	NUM
aiti-6666	159	15	2	2	NUM
aiti-6666	160	1	i	i	PRON
aiti-6666	160	2	j	j	PROPN
aiti-6666	160	3	n	n	CCONJ
aiti-6666	160	4	n	n	PROPN
aiti-6666	160	5	m	m	PROPN
aiti-6666	160	6	mt	mt	PROPN
aiti-6666	160	7	t	t	PROPN
aiti-6666	160	8	t	t	PROPN
aiti-6666	161	1	ty	ty	INTJ
aiti-6666	162	1	x	x	PUNCT
aiti-6666	162	2	x	x	SYM
aiti-6666	162	3	y	y	PROPN
aiti-6666	162	4	sum	sum	NOUN
aiti-6666	162	5	−	−	PROPN
aiti-6666	162	6	−	−	PROPN
aiti-6666	162	7	−	−	PROPN
aiti-6666	162	8	−	−	PROPN
aiti-6666	163	1	−	−	NOUN
aiti-6666	163	2	−	−	PROPN
aiti-6666	164	1	=	=	SYM
aiti-6666	165	1	+	+	CCONJ
aiti-6666	165	2	(	(	PUNCT
aiti-6666	165	3	5	5	NUM
aiti-6666	165	4	)	)	SYM
aiti-6666	165	5	4	4	NUM
aiti-6666	165	6	.	.	X
aiti-6666	165	7	realization	realization	NOUN
aiti-6666	165	8	and	and	CCONJ
aiti-6666	165	9	verification	verification	NOUN
aiti-6666	165	10	this	this	DET
aiti-6666	165	11	section	section	NOUN
aiti-6666	165	12	realizes	realize	VERB
aiti-6666	165	13	and	and	CCONJ
aiti-6666	165	14	tests	test	VERB
aiti-6666	165	15	a	a	DET
aiti-6666	165	16	dockless	dockless	ADJ
aiti-6666	165	17	shared	share	VERB
aiti-6666	165	18	bicycle	bicycle	NOUN
aiti-6666	165	19	flow	flow	NOUN
aiti-6666	165	20	control	control	NOUN
aiti-6666	165	21	system	system	NOUN
aiti-6666	165	22	following	follow	VERB
aiti-6666	165	23	the	the	DET
aiti-6666	165	24	preceding	precede	VERB
aiti-6666	165	25	theory	theory	NOUN
aiti-6666	165	26	and	and	CCONJ
aiti-6666	165	27	method	method	NOUN
aiti-6666	165	28	.	.	PUNCT
aiti-6666	166	1	we	we	PRON
aiti-6666	166	2	employ	employ	VERB
aiti-6666	166	3	101,843	101,843	NUM
aiti-6666	166	4	data	datum	NOUN
aiti-6666	166	5	items	item	NOUN
aiti-6666	166	6	issued	issue	VERB
aiti-6666	166	7	in	in	ADP
aiti-6666	166	8	august	august	PROPN
aiti-6666	166	9	2016	2016	NUM
aiti-6666	166	10	for	for	ADP
aiti-6666	166	11	the	the	DET
aiti-6666	166	12	shanghai	shanghai	PROPN
aiti-6666	166	13	open	open	PROPN
aiti-6666	166	14	data	data	PROPN
aiti-6666	166	15	innovative	innovative	ADJ
aiti-6666	166	16	application	application	NOUN
aiti-6666	166	17	competition	competition	NOUN
aiti-6666	166	18	to	to	PART
aiti-6666	166	19	perform	perform	VERB
aiti-6666	166	20	modeling	modeling	NOUN
aiti-6666	166	21	and	and	CCONJ
aiti-6666	166	22	verification	verification	NOUN
aiti-6666	166	23	[	[	X
aiti-6666	166	24	28	28	NUM
aiti-6666	166	25	]	]	PUNCT
aiti-6666	166	26	.	.	PUNCT
aiti-6666	167	1	these	these	DET
aiti-6666	167	2	data	datum	NOUN
aiti-6666	167	3	items	item	NOUN
aiti-6666	167	4	include	include	VERB
aiti-6666	167	5	order	order	NOUN
aiti-6666	167	6	numbers	number	NOUN
aiti-6666	167	7	,	,	PUNCT
aiti-6666	167	8	bicycle	bicycle	NOUN
aiti-6666	167	9	serial	serial	ADJ
aiti-6666	167	10	numbers	number	NOUN
aiti-6666	167	11	,	,	PUNCT
aiti-6666	167	12	user	user	NOUN
aiti-6666	167	13	serial	serial	ADJ
aiti-6666	167	14	numbers	number	NOUN
aiti-6666	167	15	,	,	PUNCT
aiti-6666	167	16	check	check	NOUN
aiti-6666	167	17	-	-	PUNCT
aiti-6666	167	18	out	out	ADP
aiti-6666	167	19	times	time	NOUN
aiti-6666	167	20	,	,	PUNCT
aiti-6666	167	21	check	check	VERB
aiti-6666	167	22	-	-	PUNCT
aiti-6666	167	23	out	out	ADP
aiti-6666	167	24	longitudes	longitude	NOUN
aiti-6666	167	25	,	,	PUNCT
aiti-6666	167	26	check	check	NOUN
aiti-6666	167	27	-	-	PUNCT
aiti-6666	167	28	out	out	ADP
aiti-6666	167	29	latitudes	latitude	NOUN
aiti-6666	167	30	,	,	PUNCT
aiti-6666	167	31	check	check	NOUN
aiti-6666	167	32	-	-	PUNCT
aiti-6666	167	33	out	out	ADP
aiti-6666	167	34	times	time	NOUN
aiti-6666	167	35	,	,	PUNCT
aiti-6666	167	36	check	check	NOUN
aiti-6666	167	37	-	-	PUNCT
aiti-6666	167	38	in	in	ADP
aiti-6666	167	39	longitudes	longitude	NOUN
aiti-6666	167	40	,	,	PUNCT
aiti-6666	167	41	check	check	NOUN
aiti-6666	167	42	-	-	PUNCT
aiti-6666	167	43	in	in	ADP
aiti-6666	167	44	latitudes	latitude	NOUN
aiti-6666	167	45	,	,	PUNCT
aiti-6666	167	46	and	and	CCONJ
aiti-6666	167	47	routes	route	NOUN
aiti-6666	167	48	.	.	PUNCT
aiti-6666	168	1	we	we	PRON
aiti-6666	168	2	use	use	VERB
aiti-6666	168	3	this	this	DET
aiti-6666	168	4	data	datum	NOUN
aiti-6666	168	5	to	to	PART
aiti-6666	168	6	find	find	VERB
aiti-6666	168	7	the	the	DET
aiti-6666	168	8	optimal	optimal	ADJ
aiti-6666	168	9	clustering	clustering	ADJ
aiti-6666	168	10	methods	method	NOUN
aiti-6666	168	11	for	for	ADP
aiti-6666	168	12	shared	shared	ADJ
aiti-6666	168	13	bikes	bike	NOUN
aiti-6666	168	14	in	in	ADP
aiti-6666	168	15	shanghai	shanghai	PROPN
aiti-6666	168	16	by	by	ADP
aiti-6666	168	17	examining	examine	VERB
aiti-6666	168	18	relatively	relatively	ADV
aiti-6666	168	19	small	small	ADJ
aiti-6666	168	20	areas	area	NOUN
aiti-6666	168	21	(	(	PUNCT
aiti-6666	168	22	the	the	DET
aiti-6666	168	23	area	area	NOUN
aiti-6666	168	24	around	around	ADP
aiti-6666	168	25	shanghai	shanghai	PROPN
aiti-6666	168	26	’s	’s	PART
aiti-6666	168	27	jing’an	jing’an	PROPN
aiti-6666	168	28	temple	temple	PROPN
aiti-6666	168	29	)	)	PUNCT
aiti-6666	168	30	and	and	CCONJ
aiti-6666	168	31	relatively	relatively	ADV
aiti-6666	168	32	large	large	ADJ
aiti-6666	168	33	areas	area	NOUN
aiti-6666	168	34	(	(	PUNCT
aiti-6666	168	35	the	the	DET
aiti-6666	168	36	part	part	NOUN
aiti-6666	168	37	of	of	ADP
aiti-6666	168	38	shanghai	shanghai	PROPN
aiti-6666	168	39	within	within	ADP
aiti-6666	168	40	the	the	DET
aiti-6666	168	41	fourth	fourth	ADJ
aiti-6666	168	42	ring	ring	NOUN
aiti-6666	168	43	roads—121.75	roads—121.75	NOUN
aiti-6666	168	44	°	°	NOUN
aiti-6666	168	45	e-121.125	e-121.125	NOUN
aiti-6666	168	46	°	°	ADP
aiti-6666	168	47	e	e	NOUN
aiti-6666	168	48	,	,	PUNCT
aiti-6666	168	49	30.95	30.95	NUM
aiti-6666	168	50	°	°	NOUN
aiti-6666	168	51	n-31.45	n-31.45	NOUN
aiti-6666	168	52	°	°	NOUN
aiti-6666	168	53	n	n	CCONJ
aiti-6666	168	54	)	)	PUNCT
aiti-6666	168	55	and	and	CCONJ
aiti-6666	168	56	also	also	ADV
aiti-6666	168	57	establish	establish	VERB
aiti-6666	168	58	the	the	DET
aiti-6666	168	59	models	model	NOUN
aiti-6666	168	60	corresponding	correspond	VERB
aiti-6666	168	61	to	to	ADP
aiti-6666	168	62	the	the	DET
aiti-6666	168	63	state	state	NOUN
aiti-6666	168	64	of	of	ADP
aiti-6666	168	65	clustering	clustering	NOUN
aiti-6666	168	66	.	.	PUNCT
aiti-6666	169	1	this	this	DET
aiti-6666	169	2	control	control	NOUN
aiti-6666	169	3	system	system	NOUN
aiti-6666	169	4	applies	apply	VERB
aiti-6666	169	5	the	the	DET
aiti-6666	169	6	kde	kde	NOUN
aiti-6666	169	7	-	-	PUNCT
aiti-6666	169	8	based	base	VERB
aiti-6666	169	9	clustering	clustering	ADJ
aiti-6666	169	10	analysis	analysis	NOUN
aiti-6666	169	11	to	to	PART
aiti-6666	169	12	propose	propose	VERB
aiti-6666	169	13	an	an	DET
aiti-6666	169	14	incentive	incentive	NOUN
aiti-6666	169	15	mechanism	mechanism	NOUN
aiti-6666	169	16	for	for	ADP
aiti-6666	169	17	the	the	DET
aiti-6666	169	18	reverse	reverse	ADJ
aiti-6666	169	19	flow	flow	NOUN
aiti-6666	169	20	of	of	ADP
aiti-6666	169	21	bikes	bike	NOUN
aiti-6666	169	22	based	base	VERB
aiti-6666	169	23	on	on	ADP
aiti-6666	169	24	partition	partition	NOUN
aiti-6666	169	25	and	and	CCONJ
aiti-6666	169	26	threshold	threshold	NOUN
aiti-6666	169	27	to	to	ADP
aiti-6666	169	28	encouraging	encourage	VERB
aiti-6666	169	29	bicycle	bicycle	NOUN
aiti-6666	169	30	users	user	NOUN
aiti-6666	169	31	to	to	PART
aiti-6666	169	32	evacuate	evacuate	VERB
aiti-6666	169	33	and	and	CCONJ
aiti-6666	169	34	dispatch	dispatch	VERB
aiti-6666	169	35	actively	actively	ADV
aiti-6666	169	36	.	.	PUNCT
aiti-6666	170	1	we	we	PRON
aiti-6666	170	2	employ	employ	VERB
aiti-6666	170	3	the	the	DET
aiti-6666	170	4	following	follow	VERB
aiti-6666	170	5	three	three	NUM
aiti-6666	170	6	steps	step	NOUN
aiti-6666	170	7	in	in	ADP
aiti-6666	170	8	this	this	DET
aiti-6666	170	9	process	process	NOUN
aiti-6666	170	10	:	:	PUNCT
aiti-6666	170	11	(	(	PUNCT
aiti-6666	170	12	1	1	X
aiti-6666	170	13	)	)	PUNCT
aiti-6666	170	14	compilation	compilation	NOUN
aiti-6666	170	15	and	and	CCONJ
aiti-6666	170	16	processing	processing	NOUN
aiti-6666	170	17	of	of	ADP
aiti-6666	170	18	the	the	DET
aiti-6666	170	19	needed	need	VERB
aiti-6666	170	20	data	datum	NOUN
aiti-6666	170	21	,	,	PUNCT
aiti-6666	170	22	(	(	PUNCT
aiti-6666	170	23	2	2	X
aiti-6666	170	24	)	)	PUNCT
aiti-6666	170	25	application	application	NOUN
aiti-6666	170	26	of	of	ADP
aiti-6666	170	27	kde	kde	PROPN
aiti-6666	170	28	-	-	PUNCT
aiti-6666	170	29	based	base	VERB
aiti-6666	170	30	clustering	clustering	NOUN
aiti-6666	170	31	,	,	PUNCT
aiti-6666	170	32	partitioning	partitioning	NOUN
aiti-6666	170	33	,	,	PUNCT
aiti-6666	170	34	and	and	CCONJ
aiti-6666	170	35	grading	grade	VERB
aiti-6666	170	36	,	,	PUNCT
aiti-6666	170	37	and	and	CCONJ
aiti-6666	170	38	(	(	PUNCT
aiti-6666	170	39	3	3	X
aiti-6666	170	40	)	)	PUNCT
aiti-6666	170	41	incentives	incentive	VERB
aiti-6666	170	42	calculation	calculation	NOUN
aiti-6666	170	43	based	base	VERB
aiti-6666	170	44	on	on	ADP
aiti-6666	170	45	dockless	dockless	ADJ
aiti-6666	170	46	shared	share	VERB
aiti-6666	170	47	bicycle	bicycle	NOUN
aiti-6666	170	48	flow	flow	NOUN
aiti-6666	170	49	control	control	NOUN
aiti-6666	170	50	system	system	NOUN
aiti-6666	170	51	.	.	PUNCT
aiti-6666	171	1	in	in	ADP
aiti-6666	171	2	the	the	DET
aiti-6666	171	3	development	development	NOUN
aiti-6666	171	4	of	of	ADP
aiti-6666	171	5	the	the	DET
aiti-6666	171	6	application	application	NOUN
aiti-6666	171	7	,	,	PUNCT
aiti-6666	171	8	the	the	DET
aiti-6666	171	9	rstudio	rstudio	ADJ
aiti-6666	171	10	software	software	NOUN
aiti-6666	171	11	is	be	AUX
aiti-6666	171	12	used	use	VERB
aiti-6666	171	13	as	as	ADP
aiti-6666	171	14	an	an	DET
aiti-6666	171	15	integrated	integrate	VERB
aiti-6666	171	16	development	development	NOUN
aiti-6666	171	17	environment	environment	NOUN
aiti-6666	171	18	for	for	ADP
aiti-6666	171	19	writing	write	VERB
aiti-6666	171	20	r	r	NOUN
aiti-6666	171	21	language	language	NOUN
aiti-6666	171	22	programs	program	NOUN
aiti-6666	171	23	[	[	X
aiti-6666	171	24	29	29	NUM
aiti-6666	171	25	]	]	PUNCT
aiti-6666	171	26	.	.	PUNCT
aiti-6666	172	1	152	152	NUM
aiti-6666	172	2	advances	advance	NOUN
aiti-6666	172	3	in	in	ADP
aiti-6666	172	4	technology	technology	NOUN
aiti-6666	172	5	innovation	innovation	NOUN
aiti-6666	172	6	,	,	PUNCT
aiti-6666	172	7	vol	vol	NOUN
aiti-6666	172	8	.	.	PROPN
aiti-6666	172	9	6	6	NUM
aiti-6666	172	10	,	,	PUNCT
aiti-6666	172	11	no	no	INTJ
aiti-6666	172	12	.	.	NOUN
aiti-6666	172	13	3	3	NUM
aiti-6666	172	14	,	,	PUNCT
aiti-6666	172	15	2021	2021	NUM
aiti-6666	172	16	,	,	PUNCT
aiti-6666	172	17	pp	pp	ADJ
aiti-6666	172	18	.	.	PUNCT
aiti-6666	173	1	146	146	NUM
aiti-6666	173	2	-	-	SYM
aiti-6666	173	3	156	156	NUM
aiti-6666	173	4	4.1	4.1	NUM
aiti-6666	173	5	.	.	PUNCT
aiti-6666	173	6	stage	stage	NOUN
aiti-6666	173	7	1	1	NUM
aiti-6666	173	8	:	:	PUNCT
aiti-6666	173	9	compilation	compilation	NOUN
aiti-6666	173	10	and	and	CCONJ
aiti-6666	173	11	processing	processing	NOUN
aiti-6666	173	12	of	of	ADP
aiti-6666	173	13	data	datum	NOUN
aiti-6666	173	14	as	as	ADP
aiti-6666	173	15	of	of	ADP
aiti-6666	173	16	august	august	PROPN
aiti-6666	173	17	2016	2016	NUM
aiti-6666	173	18	,	,	PUNCT
aiti-6666	173	19	223,000	223,000	NUM
aiti-6666	173	20	mobike	mobike	ADJ
aiti-6666	173	21	bikes	bike	NOUN
aiti-6666	173	22	are	be	AUX
aiti-6666	173	23	in	in	ADP
aiti-6666	173	24	use	use	NOUN
aiti-6666	173	25	in	in	ADP
aiti-6666	173	26	shanghai	shanghai	PROPN
aiti-6666	174	1	[	[	X
aiti-6666	174	2	28	28	NUM
aiti-6666	174	3	]	]	PUNCT
aiti-6666	174	4	.	.	PUNCT
aiti-6666	175	1	since	since	SCONJ
aiti-6666	175	2	each	each	DET
aiti-6666	175	3	mobike	mobike	ADJ
aiti-6666	175	4	bike	bike	NOUN
aiti-6666	175	5	in	in	ADP
aiti-6666	175	6	china	china	PROPN
aiti-6666	175	7	is	be	AUX
aiti-6666	175	8	ridden	ride	VERB
aiti-6666	175	9	by	by	ADP
aiti-6666	175	10	5.4	5.4	NUM
aiti-6666	175	11	persons	person	NOUN
aiti-6666	175	12	per	per	ADP
aiti-6666	175	13	day	day	NOUN
aiti-6666	175	14	[	[	X
aiti-6666	175	15	30	30	NUM
aiti-6666	175	16	]	]	PUNCT
aiti-6666	175	17	,	,	PUNCT
aiti-6666	175	18	we	we	PRON
aiti-6666	175	19	can	can	AUX
aiti-6666	175	20	roughly	roughly	ADV
aiti-6666	175	21	estimate	estimate	VERB
aiti-6666	175	22	that	that	SCONJ
aiti-6666	175	23	there	there	PRON
aiti-6666	175	24	are	be	VERB
aiti-6666	175	25	approximately	approximately	ADV
aiti-6666	175	26	36,000,000	36,000,000	NUM
aiti-6666	175	27	use	use	NOUN
aiti-6666	175	28	records	record	NOUN
aiti-6666	175	29	each	each	DET
aiti-6666	175	30	month	month	NOUN
aiti-6666	175	31	for	for	ADP
aiti-6666	175	32	mobike	mobike	ADJ
aiti-6666	175	33	bikes	bike	NOUN
aiti-6666	175	34	in	in	ADP
aiti-6666	175	35	shanghai	shanghai	PROPN
aiti-6666	175	36	during	during	ADP
aiti-6666	175	37	august	august	PROPN
aiti-6666	175	38	2016	2016	NUM
aiti-6666	175	39	.	.	PUNCT
aiti-6666	176	1	based	base	VERB
aiti-6666	176	2	on	on	ADP
aiti-6666	176	3	the	the	DET
aiti-6666	176	4	shanghai	shanghai	PROPN
aiti-6666	176	5	area	area	PROPN
aiti-6666	176	6	’s	’s	PART
aiti-6666	176	7	latitude	latitude	NOUN
aiti-6666	176	8	and	and	CCONJ
aiti-6666	176	9	longitude	longitude	NOUN
aiti-6666	176	10	,	,	PUNCT
aiti-6666	176	11	as	as	ADV
aiti-6666	176	12	well	well	ADV
aiti-6666	176	13	as	as	ADP
aiti-6666	176	14	a	a	DET
aiti-6666	176	15	maximum	maximum	ADJ
aiti-6666	176	16	suitable	suitable	ADJ
aiti-6666	176	17	walking	walking	NOUN
aiti-6666	176	18	distance	distance	NOUN
aiti-6666	176	19	of	of	ADP
aiti-6666	176	20	787	787	NUM
aiti-6666	176	21	m	m	NOUN
aiti-6666	176	22	,	,	PUNCT
aiti-6666	176	23	which	which	PRON
aiti-6666	176	24	corresponds	correspond	VERB
aiti-6666	176	25	approximately	approximately	ADV
aiti-6666	176	26	to	to	ADP
aiti-6666	176	27	the	the	DET
aiti-6666	176	28	cell	cell	NOUN
aiti-6666	176	29	grid	grid	NOUN
aiti-6666	176	30	with	with	ADP
aiti-6666	176	31	a	a	DET
aiti-6666	176	32	side	side	NOUN
aiti-6666	176	33	length	length	NOUN
aiti-6666	176	34	of	of	ADP
aiti-6666	176	35	550	550	NUM
aiti-6666	176	36	m	m	NOUN
aiti-6666	176	37	,	,	PUNCT
aiti-6666	176	38	we	we	PRON
aiti-6666	176	39	can	can	AUX
aiti-6666	176	40	estimate	estimate	VERB
aiti-6666	176	41	that	that	SCONJ
aiti-6666	176	42	there	there	PRON
aiti-6666	176	43	is	be	VERB
aiti-6666	176	44	an	an	DET
aiti-6666	176	45	average	average	NOUN
aiti-6666	176	46	of	of	ADP
aiti-6666	176	47	approximately	approximately	ADV
aiti-6666	176	48	2,857	2,857	NUM
aiti-6666	176	49	bikes	bike	NOUN
aiti-6666	176	50	in	in	ADP
aiti-6666	176	51	each	each	DET
aiti-6666	176	52	550m×550	550m×550	PROPN
aiti-6666	176	53	m	m	PROPN
aiti-6666	176	54	grid	grid	NOUN
aiti-6666	176	55	square	square	NOUN
aiti-6666	176	56	at	at	ADP
aiti-6666	176	57	that	that	DET
aiti-6666	176	58	latitude	latitude	NOUN
aiti-6666	176	59	and	and	CCONJ
aiti-6666	176	60	longitude	longitude	NOUN
aiti-6666	176	61	(	(	PUNCT
aiti-6666	176	62	discarded	discard	VERB
aiti-6666	176	63	,	,	PUNCT
aiti-6666	176	64	damaged	damage	VERB
aiti-6666	176	65	,	,	PUNCT
aiti-6666	176	66	and	and	CCONJ
aiti-6666	176	67	under	under	ADJ
aiti-6666	176	68	-	-	PUNCT
aiti-6666	176	69	repair	repair	NOUN
aiti-6666	176	70	bikes	bike	NOUN
aiti-6666	176	71	were	be	AUX
aiti-6666	176	72	not	not	PART
aiti-6666	176	73	subtracted	subtract	VERB
aiti-6666	176	74	)	)	PUNCT
aiti-6666	176	75	.	.	PUNCT
aiti-6666	177	1	assuming	assume	VERB
aiti-6666	177	2	that	that	SCONJ
aiti-6666	177	3	50	50	NUM
aiti-6666	177	4	%	%	NOUN
aiti-6666	177	5	of	of	ADP
aiti-6666	177	6	bikes	bike	NOUN
aiti-6666	177	7	in	in	ADP
aiti-6666	177	8	the	the	DET
aiti-6666	177	9	urban	urban	ADJ
aiti-6666	177	10	area	area	NOUN
aiti-6666	177	11	of	of	ADP
aiti-6666	177	12	shanghai	shanghai	PROPN
aiti-6666	177	13	can	can	AUX
aiti-6666	177	14	still	still	ADV
aiti-6666	177	15	be	be	AUX
aiti-6666	177	16	found	find	VERB
aiti-6666	177	17	,	,	PUNCT
aiti-6666	177	18	we	we	PRON
aiti-6666	177	19	can	can	AUX
aiti-6666	177	20	estimate	estimate	VERB
aiti-6666	177	21	that	that	SCONJ
aiti-6666	177	22	there	there	PRON
aiti-6666	177	23	are	be	VERB
aiti-6666	177	24	approximately	approximately	ADV
aiti-6666	177	25	1,428	1,428	NUM
aiti-6666	177	26	bikes	bike	NOUN
aiti-6666	177	27	in	in	ADP
aiti-6666	177	28	each	each	DET
aiti-6666	177	29	grid	grid	NOUN
aiti-6666	177	30	square	square	NOUN
aiti-6666	177	31	.	.	PUNCT
aiti-6666	178	1	the	the	DET
aiti-6666	178	2	following	follow	VERB
aiti-6666	178	3	modeling	modeling	NOUN
aiti-6666	178	4	,	,	PUNCT
aiti-6666	178	5	therefore	therefore	ADV
aiti-6666	178	6	,	,	PUNCT
aiti-6666	178	7	employs	employ	VERB
aiti-6666	178	8	a	a	DET
aiti-6666	178	9	common	common	ADJ
aiti-6666	178	10	stock	stock	NOUN
aiti-6666	178	11	of	of	ADP
aiti-6666	178	12	1,428	1,428	NUM
aiti-6666	178	13	bikes	bike	NOUN
aiti-6666	178	14	in	in	ADP
aiti-6666	178	15	each	each	DET
aiti-6666	178	16	550m×550	550m×550	PROPN
aiti-6666	178	17	m	m	PROPN
aiti-6666	178	18	grid	grid	NOUN
aiti-6666	178	19	square	square	NOUN
aiti-6666	178	20	as	as	ADP
aiti-6666	178	21	the	the	DET
aiti-6666	178	22	reference	reference	NOUN
aiti-6666	178	23	bicycle	bicycle	NOUN
aiti-6666	178	24	stock	stock	NOUN
aiti-6666	178	25	value	value	NOUN
aiti-6666	178	26	for	for	ADP
aiti-6666	178	27	shanghai	shanghai	PROPN
aiti-6666	178	28	during	during	ADP
aiti-6666	178	29	august	august	PROPN
aiti-6666	178	30	2016	2016	NUM
aiti-6666	178	31	.	.	PUNCT
aiti-6666	179	1	550m×550	550m×550	PROPN
aiti-6666	179	2	m	m	NOUN
aiti-6666	179	3	squares	square	NOUN
aiti-6666	179	4	are	be	AUX
aiti-6666	179	5	designated	designate	VERB
aiti-6666	179	6	as	as	ADP
aiti-6666	179	7	grid	grid	NOUN
aiti-6666	179	8	cells	cell	NOUN
aiti-6666	179	9	for	for	ADP
aiti-6666	179	10	kde	kde	NOUN
aiti-6666	179	11	-	-	PUNCT
aiti-6666	179	12	based	base	VERB
aiti-6666	179	13	clustering	clustering	ADJ
aiti-6666	179	14	calculations	calculation	NOUN
aiti-6666	179	15	.	.	PUNCT
aiti-6666	180	1	4.2	4.2	NUM
aiti-6666	180	2	.	.	PUNCT
aiti-6666	180	3	stage	stage	NOUN
aiti-6666	180	4	2	2	NUM
aiti-6666	180	5	:	:	PUNCT
aiti-6666	180	6	application	application	NOUN
aiti-6666	180	7	of	of	ADP
aiti-6666	180	8	kde	kde	PROPN
aiti-6666	180	9	-	-	PUNCT
aiti-6666	180	10	based	base	VERB
aiti-6666	180	11	clustering	clustering	NOUN
aiti-6666	180	12	,	,	PUNCT
aiti-6666	180	13	partitioning	partitioning	NOUN
aiti-6666	180	14	,	,	PUNCT
aiti-6666	180	15	and	and	CCONJ
aiti-6666	180	16	grading	grade	VERB
aiti-6666	180	17	as	as	SCONJ
aiti-6666	180	18	described	describe	VERB
aiti-6666	180	19	above	above	ADV
aiti-6666	180	20	,	,	PUNCT
aiti-6666	180	21	the	the	DET
aiti-6666	180	22	activity	activity	NOUN
aiti-6666	180	23	of	of	ADP
aiti-6666	180	24	the	the	DET
aiti-6666	180	25	dynamic	dynamic	ADJ
aiti-6666	180	26	bicycle	bicycle	NOUN
aiti-6666	180	27	control	control	NOUN
aiti-6666	180	28	system	system	NOUN
aiti-6666	180	29	is	be	AUX
aiti-6666	180	30	not	not	PART
aiti-6666	180	31	evenly	evenly	ADV
aiti-6666	180	32	distributed	distribute	VERB
aiti-6666	180	33	but	but	CCONJ
aiti-6666	180	34	varied	varied	ADJ
aiti-6666	180	35	in	in	ADP
aiti-6666	180	36	intensity	intensity	NOUN
aiti-6666	180	37	and	and	CCONJ
aiti-6666	180	38	scope	scope	NOUN
aiti-6666	180	39	following	follow	VERB
aiti-6666	180	40	people	people	NOUN
aiti-6666	180	41	’s	’s	PART
aiti-6666	180	42	everyday	everyday	ADJ
aiti-6666	180	43	activities	activity	NOUN
aiti-6666	180	44	.	.	PUNCT
aiti-6666	181	1	because	because	SCONJ
aiti-6666	181	2	the	the	DET
aiti-6666	181	3	system	system	NOUN
aiti-6666	181	4	’s	’s	PART
aiti-6666	181	5	most	most	ADV
aiti-6666	181	6	important	important	ADJ
aiti-6666	181	7	function	function	NOUN
aiti-6666	181	8	is	be	AUX
aiti-6666	181	9	to	to	PART
aiti-6666	181	10	maintain	maintain	VERB
aiti-6666	181	11	a	a	DET
aiti-6666	181	12	balance	balance	NOUN
aiti-6666	181	13	between	between	ADP
aiti-6666	181	14	supply	supply	NOUN
aiti-6666	181	15	and	and	CCONJ
aiti-6666	181	16	demand	demand	NOUN
aiti-6666	181	17	in	in	ADP
aiti-6666	181	18	clusters	cluster	NOUN
aiti-6666	181	19	with	with	ADP
aiti-6666	181	20	different	different	ADJ
aiti-6666	181	21	densities	density	NOUN
aiti-6666	181	22	,	,	PUNCT
aiti-6666	181	23	the	the	DET
aiti-6666	181	24	incentive	incentive	NOUN
aiti-6666	181	25	mechanism	mechanism	NOUN
aiti-6666	181	26	is	be	AUX
aiti-6666	181	27	used	use	VERB
aiti-6666	181	28	to	to	PART
aiti-6666	181	29	reverse	reverse	VERB
aiti-6666	181	30	supply	supply	NOUN
aiti-6666	181	31	and	and	CCONJ
aiti-6666	181	32	demand	demand	NOUN
aiti-6666	181	33	imbalances	imbalance	NOUN
aiti-6666	181	34	during	during	ADP
aiti-6666	181	35	earlier	early	ADJ
aiti-6666	181	36	periods	period	NOUN
aiti-6666	181	37	.	.	PUNCT
aiti-6666	182	1	the	the	DET
aiti-6666	182	2	following	follow	VERB
aiti-6666	182	3	is	be	AUX
aiti-6666	182	4	an	an	DET
aiti-6666	182	5	explanation	explanation	NOUN
aiti-6666	182	6	of	of	ADP
aiti-6666	182	7	how	how	SCONJ
aiti-6666	182	8	this	this	PRON
aiti-6666	182	9	is	be	AUX
aiti-6666	182	10	done	do	VERB
aiti-6666	182	11	:	:	PUNCT
aiti-6666	182	12	following	follow	VERB
aiti-6666	182	13	the	the	DET
aiti-6666	182	14	analysis	analysis	NOUN
aiti-6666	182	15	in	in	ADP
aiti-6666	182	16	section	section	NOUN
aiti-6666	182	17	3.2	3.2	NUM
aiti-6666	182	18	,	,	PUNCT
aiti-6666	182	19	the	the	DET
aiti-6666	182	20	kernel	kernel	PROPN
aiti-6666	182	21	density	density	PROPN
aiti-6666	182	22	spatial	spatial	ADJ
aiti-6666	182	23	clustering	clustering	NOUN
aiti-6666	182	24	method	method	NOUN
aiti-6666	182	25	is	be	AUX
aiti-6666	182	26	used	use	VERB
aiti-6666	182	27	to	to	PART
aiti-6666	182	28	perform	perform	VERB
aiti-6666	182	29	partitioning	partition	VERB
aiti-6666	182	30	and	and	CCONJ
aiti-6666	182	31	grading	grading	NOUN
aiti-6666	182	32	of	of	ADP
aiti-6666	182	33	check	check	NOUN
aiti-6666	182	34	-	-	PUNCT
aiti-6666	182	35	out	out	NOUN
aiti-6666	182	36	and	and	CCONJ
aiti-6666	182	37	check	check	VERB
aiti-6666	182	38	-	-	PUNCT
aiti-6666	182	39	in	in	ADP
aiti-6666	182	40	density	density	NOUN
aiti-6666	182	41	in	in	ADP
aiti-6666	182	42	the	the	DET
aiti-6666	182	43	study	study	NOUN
aiti-6666	182	44	area	area	NOUN
aiti-6666	182	45	around	around	ADP
aiti-6666	182	46	shanghai	shanghai	PROPN
aiti-6666	182	47	’s	’s	PART
aiti-6666	182	48	jing’an	jing’an	PROPN
aiti-6666	182	49	temple	temple	PROPN
aiti-6666	182	50	on	on	ADP
aiti-6666	182	51	8/1/2016	8/1/2016	NUM
aiti-6666	182	52	.	.	PUNCT
aiti-6666	183	1	in	in	ADP
aiti-6666	183	2	this	this	DET
aiti-6666	183	3	study	study	NOUN
aiti-6666	183	4	,	,	PUNCT
aiti-6666	183	5	we	we	PRON
aiti-6666	183	6	set	set	VERB
aiti-6666	183	7	787	787	NUM
aiti-6666	183	8	m	m	NOUN
aiti-6666	183	9	as	as	ADV
aiti-6666	183	10	bandwidth	bandwidth	ADJ
aiti-6666	183	11	and	and	CCONJ
aiti-6666	183	12	choose	choose	VERB
aiti-6666	183	13	the	the	DET
aiti-6666	183	14	quartic	quartic	ADJ
aiti-6666	183	15	kernel	kernel	NOUN
aiti-6666	183	16	function	function	NOUN
aiti-6666	183	17	to	to	PART
aiti-6666	183	18	execute	execute	VERB
aiti-6666	183	19	kde	kde	NOUN
aiti-6666	183	20	-	-	PUNCT
aiti-6666	183	21	based	base	VERB
aiti-6666	183	22	clustering	clustering	NOUN
aiti-6666	183	23	.	.	PUNCT
aiti-6666	184	1	(	(	PUNCT
aiti-6666	184	2	1	1	X
aiti-6666	184	3	)	)	PUNCT
aiti-6666	184	4	check	check	NOUN
aiti-6666	184	5	-	-	PUNCT
aiti-6666	184	6	out	out	ADP
aiti-6666	184	7	density	density	NOUN
aiti-6666	184	8	partitioning	partition	VERB
aiti-6666	184	9	and	and	CCONJ
aiti-6666	184	10	grading	grade	VERB
aiti-6666	184	11	:	:	PUNCT
aiti-6666	184	12	as	as	SCONJ
aiti-6666	184	13	shown	show	VERB
aiti-6666	184	14	in	in	ADP
aiti-6666	184	15	table	table	NOUN
aiti-6666	184	16	1	1	NUM
aiti-6666	184	17	,	,	PUNCT
aiti-6666	184	18	according	accord	VERB
aiti-6666	184	19	to	to	ADP
aiti-6666	184	20	the	the	DET
aiti-6666	184	21	results	result	NOUN
aiti-6666	184	22	of	of	ADP
aiti-6666	184	23	calculations	calculation	NOUN
aiti-6666	184	24	,	,	PUNCT
aiti-6666	184	25	the	the	DET
aiti-6666	184	26	level	level	NOUN
aiti-6666	184	27	1	1	NUM
aiti-6666	184	28	area	area	NOUN
aiti-6666	184	29	around	around	ADP
aiti-6666	184	30	jing’an	jing’an	PROPN
aiti-6666	184	31	temple	temple	PROPN
aiti-6666	184	32	has	have	VERB
aiti-6666	184	33	a	a	DET
aiti-6666	184	34	check	check	VERB
aiti-6666	184	35	-	-	PUNCT
aiti-6666	184	36	out	out	ADP
aiti-6666	184	37	density	density	NOUN
aiti-6666	184	38	of	of	ADP
aiti-6666	184	39	approximately	approximately	ADV
aiti-6666	184	40	3,600	3,600	NUM
aiti-6666	184	41	,	,	PUNCT
aiti-6666	184	42	while	while	SCONJ
aiti-6666	184	43	the	the	DET
aiti-6666	184	44	adjacent	adjacent	ADJ
aiti-6666	184	45	peripheral	peripheral	ADJ
aiti-6666	184	46	area	area	NOUN
aiti-6666	184	47	has	have	VERB
aiti-6666	184	48	a	a	DET
aiti-6666	184	49	check	check	NOUN
aiti-6666	184	50	-	-	PUNCT
aiti-6666	184	51	in	in	ADP
aiti-6666	184	52	density	density	NOUN
aiti-6666	184	53	of	of	ADP
aiti-6666	184	54	roughly	roughly	ADV
aiti-6666	184	55	900	900	NUM
aiti-6666	184	56	.	.	PUNCT
aiti-6666	185	1	this	this	DET
aiti-6666	185	2	number	number	NOUN
aiti-6666	185	3	shows	show	VERB
aiti-6666	185	4	that	that	SCONJ
aiti-6666	185	5	the	the	DET
aiti-6666	185	6	density	density	NOUN
aiti-6666	185	7	difference	difference	NOUN
aiti-6666	185	8	between	between	ADP
aiti-6666	185	9	the	the	DET
aiti-6666	185	10	central	central	ADJ
aiti-6666	185	11	region	region	NOUN
aiti-6666	185	12	and	and	CCONJ
aiti-6666	185	13	the	the	DET
aiti-6666	185	14	adjacent	adjacent	ADJ
aiti-6666	185	15	outer	outer	ADJ
aiti-6666	185	16	space	space	NOUN
aiti-6666	185	17	is	be	AUX
aiti-6666	185	18	around	around	ADP
aiti-6666	185	19	3,600	3,600	NUM
aiti-6666	185	20	�	�	NOUN
aiti-6666	185	21	900=2,700	900=2,700	NUM
aiti-6666	185	22	.	.	PUNCT
aiti-6666	186	1	following	follow	VERB
aiti-6666	186	2	the	the	DET
aiti-6666	186	3	depth	depth	NOUN
aiti-6666	186	4	of	of	ADP
aiti-6666	186	5	the	the	DET
aiti-6666	186	6	purple	purple	ADJ
aiti-6666	186	7	color	color	NOUN
aiti-6666	186	8	in	in	ADP
aiti-6666	186	9	fig	fig	NOUN
aiti-6666	186	10	.	.	PUNCT
aiti-6666	187	1	7	7	NUM
aiti-6666	187	2	,	,	PUNCT
aiti-6666	187	3	the	the	DET
aiti-6666	187	4	system	system	NOUN
aiti-6666	187	5	recommends	recommend	VERB
aiti-6666	187	6	that	that	SCONJ
aiti-6666	187	7	there	there	PRON
aiti-6666	187	8	be	be	VERB
aiti-6666	187	9	12	12	NUM
aiti-6666	187	10	clusters	cluster	NOUN
aiti-6666	187	11	;	;	PUNCT
aiti-6666	187	12	when	when	SCONJ
aiti-6666	187	13	2,700	2,700	NUM
aiti-6666	187	14	points	point	NOUN
aiti-6666	187	15	are	be	AUX
aiti-6666	187	16	divided	divide	VERB
aiti-6666	187	17	among	among	ADP
aiti-6666	187	18	levels	level	NOUN
aiti-6666	187	19	1	1	NUM
aiti-6666	187	20	to	to	ADP
aiti-6666	187	21	12	12	NUM
aiti-6666	187	22	,	,	PUNCT
aiti-6666	187	23	we	we	PRON
aiti-6666	187	24	obtain	obtain	VERB
aiti-6666	187	25	the	the	DET
aiti-6666	187	26	clustering	cluster	VERB
aiti-6666	187	27	thresholds	threshold	NOUN
aiti-6666	187	28	for	for	ADP
aiti-6666	187	29	each	each	DET
aiti-6666	187	30	level	level	NOUN
aiti-6666	187	31	shown	show	VERB
aiti-6666	187	32	in	in	ADP
aiti-6666	187	33	table	table	NOUN
aiti-6666	187	34	1	1	NUM
aiti-6666	187	35	.	.	PUNCT
aiti-6666	187	36	table	table	NOUN
aiti-6666	187	37	1	1	NUM
aiti-6666	187	38	check	check	VERB
aiti-6666	187	39	-	-	PUNCT
aiti-6666	187	40	out	out	ADP
aiti-6666	187	41	clustering	clustering	ADJ
aiti-6666	187	42	thresholds	threshold	NOUN
aiti-6666	187	43	for	for	ADP
aiti-6666	187	44	each	each	DET
aiti-6666	187	45	level	level	NOUN
aiti-6666	187	46	areas	area	NOUN
aiti-6666	187	47	with	with	ADP
aiti-6666	187	48	different	different	ADJ
aiti-6666	187	49	check	check	VERB
aiti-6666	187	50	-	-	PUNCT
aiti-6666	187	51	out	out	ADP
aiti-6666	187	52	clustering	cluster	VERB
aiti-6666	187	53	levels	level	NOUN
aiti-6666	187	54	level	level	VERB
aiti-6666	187	55	1	1	NUM
aiti-6666	187	56	level	level	NOUN
aiti-6666	187	57	2	2	NUM
aiti-6666	187	58	level	level	NOUN
aiti-6666	187	59	3	3	NUM
aiti-6666	187	60	level	level	NOUN
aiti-6666	187	61	4	4	NUM
aiti-6666	187	62	level	level	NOUN
aiti-6666	187	63	5	5	NUM
aiti-6666	187	64	level	level	NOUN
aiti-6666	187	65	6	6	NUM
aiti-6666	187	66	level	level	NOUN
aiti-6666	187	67	7	7	NUM
aiti-6666	187	68	level	level	NOUN
aiti-6666	187	69	8	8	NUM
aiti-6666	187	70	level	level	NOUN
aiti-6666	187	71	9	9	NUM
aiti-6666	187	72	level	level	NOUN
aiti-6666	187	73	10	10	NUM
aiti-6666	187	74	level	level	NOUN
aiti-6666	187	75	11	11	NUM
aiti-6666	187	76	level	level	NOUN
aiti-6666	187	77	12	12	NUM
aiti-6666	187	78	upper	upper	ADJ
aiti-6666	187	79	threshold	threshold	NOUN
aiti-6666	187	80	≥3600	≥3600	VERB
aiti-6666	187	81	3375	3375	NUM
aiti-6666	187	82	3150	3150	NUM
aiti-6666	187	83	2925	2925	NUM
aiti-6666	187	84	2700	2700	NUM
aiti-6666	187	85	2475	2475	NUM
aiti-6666	187	86	2250	2250	NUM
aiti-6666	187	87	2025	2025	NUM
aiti-6666	187	88	1800	1800	NUM
aiti-6666	187	89	1575	1575	NUM
aiti-6666	187	90	1350	1350	NUM
aiti-6666	187	91	1125	1125	NUM
aiti-6666	187	92	lower	low	ADJ
aiti-6666	187	93	threshold	threshold	NOUN
aiti-6666	187	94	3375	3375	NUM
aiti-6666	187	95	3150	3150	NUM
aiti-6666	187	96	2925	2925	NUM
aiti-6666	187	97	2700	2700	NUM
aiti-6666	187	98	2475	2475	NUM
aiti-6666	187	99	2250	2250	NUM
aiti-6666	187	100	2025	2025	NUM
aiti-6666	187	101	1800	1800	NUM
aiti-6666	187	102	1575	1575	NUM
aiti-6666	187	103	1350	1350	NUM
aiti-6666	187	104	1125	1125	NUM
aiti-6666	187	105	≤900	≤900	ADJ
aiti-6666	187	106	fig	fig	NOUN
aiti-6666	187	107	.	.	PUNCT
aiti-6666	188	1	7	7	NUM
aiti-6666	188	2	partitioning	partitioning	NOUN
aiti-6666	188	3	of	of	ADP
aiti-6666	188	4	check	check	NOUN
aiti-6666	188	5	-	-	PUNCT
aiti-6666	188	6	out	out	ADP
aiti-6666	188	7	density	density	NOUN
aiti-6666	188	8	in	in	ADP
aiti-6666	188	9	the	the	DET
aiti-6666	188	10	area	area	NOUN
aiti-6666	188	11	around	around	ADP
aiti-6666	188	12	shanghai	shanghai	PROPN
aiti-6666	188	13	’s	’s	PART
aiti-6666	188	14	jing’an	jing’an	PROPN
aiti-6666	188	15	temple	temple	PROPN
aiti-6666	188	16	on	on	ADP
aiti-6666	188	17	8/1/2016	8/1/2016	NUM
aiti-6666	188	18	fig	fig	NOUN
aiti-6666	188	19	.	.	PUNCT
aiti-6666	189	1	8	8	NUM
aiti-6666	189	2	partitioning	partitioning	NOUN
aiti-6666	189	3	of	of	ADP
aiti-6666	189	4	check	check	NOUN
aiti-6666	189	5	-	-	PUNCT
aiti-6666	189	6	in	in	ADP
aiti-6666	189	7	density	density	NOUN
aiti-6666	189	8	in	in	ADP
aiti-6666	189	9	the	the	DET
aiti-6666	189	10	area	area	NOUN
aiti-6666	189	11	around	around	ADP
aiti-6666	189	12	shanghai	shanghai	PROPN
aiti-6666	189	13	’s	’s	PART
aiti-6666	189	14	jing’an	jing’an	PROPN
aiti-6666	189	15	temple	temple	PROPN
aiti-6666	189	16	on	on	ADP
aiti-6666	189	17	8/1/2016	8/1/2016	NUM
aiti-6666	189	18	153	153	NUM
aiti-6666	189	19	advances	advance	NOUN
aiti-6666	189	20	in	in	ADP
aiti-6666	189	21	technology	technology	NOUN
aiti-6666	189	22	innovation	innovation	NOUN
aiti-6666	189	23	,	,	PUNCT
aiti-6666	189	24	vol	vol	NOUN
aiti-6666	189	25	.	.	PROPN
aiti-6666	190	1	6	6	NUM
aiti-6666	190	2	,	,	PUNCT
aiti-6666	190	3	no	no	INTJ
aiti-6666	190	4	.	.	NOUN
aiti-6666	190	5	3	3	NUM
aiti-6666	190	6	,	,	PUNCT
aiti-6666	190	7	2021	2021	NUM
aiti-6666	190	8	,	,	PUNCT
aiti-6666	190	9	pp	pp	ADJ
aiti-6666	190	10	.	.	PUNCT
aiti-6666	191	1	146	146	NUM
aiti-6666	191	2	-	-	SYM
aiti-6666	191	3	156	156	NUM
aiti-6666	191	4	(	(	PUNCT
aiti-6666	191	5	2	2	NUM
aiti-6666	191	6	)	)	PUNCT
aiti-6666	191	7	check	check	NOUN
aiti-6666	191	8	-	-	PUNCT
aiti-6666	191	9	in	in	ADP
aiti-6666	191	10	density	density	NOUN
aiti-6666	191	11	partitioning	partition	VERB
aiti-6666	191	12	and	and	CCONJ
aiti-6666	191	13	grading	grade	VERB
aiti-6666	191	14	:	:	PUNCT
aiti-6666	191	15	as	as	SCONJ
aiti-6666	191	16	shown	show	VERB
aiti-6666	191	17	in	in	ADP
aiti-6666	191	18	table	table	NOUN
aiti-6666	191	19	2	2	NUM
aiti-6666	191	20	,	,	PUNCT
aiti-6666	191	21	according	accord	VERB
aiti-6666	191	22	to	to	ADP
aiti-6666	191	23	the	the	DET
aiti-6666	191	24	results	result	NOUN
aiti-6666	191	25	of	of	ADP
aiti-6666	191	26	calculations	calculation	NOUN
aiti-6666	191	27	,	,	PUNCT
aiti-6666	191	28	the	the	DET
aiti-6666	191	29	level	level	NOUN
aiti-6666	191	30	1	1	NUM
aiti-6666	191	31	area	area	NOUN
aiti-6666	191	32	around	around	ADP
aiti-6666	191	33	jing’an	jing’an	PROPN
aiti-6666	191	34	temple	temple	PROPN
aiti-6666	191	35	has	have	VERB
aiti-6666	191	36	a	a	DET
aiti-6666	191	37	check	check	NOUN
aiti-6666	191	38	-	-	PUNCT
aiti-6666	191	39	in	in	ADP
aiti-6666	191	40	density	density	NOUN
aiti-6666	191	41	of	of	ADP
aiti-6666	191	42	approximately	approximately	ADV
aiti-6666	191	43	3,100	3,100	NUM
aiti-6666	191	44	.	.	PUNCT
aiti-6666	192	1	in	in	ADP
aiti-6666	192	2	contrast	contrast	NOUN
aiti-6666	192	3	,	,	PUNCT
aiti-6666	192	4	the	the	DET
aiti-6666	192	5	adjacent	adjacent	ADJ
aiti-6666	192	6	peripheral	peripheral	ADJ
aiti-6666	192	7	area	area	NOUN
aiti-6666	192	8	has	have	VERB
aiti-6666	192	9	a	a	DET
aiti-6666	192	10	check	check	NOUN
aiti-6666	192	11	-	-	PUNCT
aiti-6666	192	12	in	in	ADP
aiti-6666	192	13	density	density	NOUN
aiti-6666	192	14	of	of	ADP
aiti-6666	192	15	roughly	roughly	ADV
aiti-6666	192	16	800	800	NUM
aiti-6666	192	17	.	.	PUNCT
aiti-6666	193	1	this	this	DET
aiti-6666	193	2	number	number	NOUN
aiti-6666	193	3	shows	show	VERB
aiti-6666	193	4	that	that	SCONJ
aiti-6666	193	5	the	the	DET
aiti-6666	193	6	density	density	NOUN
aiti-6666	193	7	difference	difference	NOUN
aiti-6666	193	8	between	between	ADP
aiti-6666	193	9	the	the	DET
aiti-6666	193	10	central	central	ADJ
aiti-6666	193	11	region	region	NOUN
aiti-6666	193	12	and	and	CCONJ
aiti-6666	193	13	the	the	DET
aiti-6666	193	14	adjacent	adjacent	ADJ
aiti-6666	193	15	outer	outer	ADJ
aiti-6666	193	16	space	space	NOUN
aiti-6666	193	17	is	be	AUX
aiti-6666	193	18	around	around	ADV
aiti-6666	193	19	3,100	3,100	NUM
aiti-6666	193	20	�	�	NOUN
aiti-6666	193	21	800=2,300	800=2,300	NUM
aiti-6666	193	22	.	.	PUNCT
aiti-6666	194	1	following	follow	VERB
aiti-6666	194	2	the	the	DET
aiti-6666	194	3	depth	depth	NOUN
aiti-6666	194	4	of	of	ADP
aiti-6666	194	5	the	the	DET
aiti-6666	194	6	orange	orange	PROPN
aiti-6666	194	7	color	color	NOUN
aiti-6666	194	8	in	in	ADP
aiti-6666	194	9	fig	fig	NOUN
aiti-6666	194	10	.	.	PUNCT
aiti-6666	195	1	8	8	NUM
aiti-6666	195	2	,	,	PUNCT
aiti-6666	195	3	the	the	DET
aiti-6666	195	4	system	system	NOUN
aiti-6666	195	5	recommends	recommend	VERB
aiti-6666	195	6	that	that	SCONJ
aiti-6666	195	7	there	there	PRON
aiti-6666	195	8	be	be	VERB
aiti-6666	195	9	11	11	NUM
aiti-6666	195	10	clusters	cluster	NOUN
aiti-6666	195	11	;	;	PUNCT
aiti-6666	195	12	when	when	SCONJ
aiti-6666	195	13	2,300	2,300	NUM
aiti-6666	195	14	points	point	NOUN
aiti-6666	195	15	are	be	AUX
aiti-6666	195	16	divided	divide	VERB
aiti-6666	195	17	among	among	ADP
aiti-6666	195	18	levels	level	NOUN
aiti-6666	195	19	1	1	NUM
aiti-6666	195	20	to	to	ADP
aiti-6666	195	21	11	11	NUM
aiti-6666	195	22	,	,	PUNCT
aiti-6666	195	23	we	we	PRON
aiti-6666	195	24	obtain	obtain	VERB
aiti-6666	195	25	the	the	DET
aiti-6666	195	26	clustering	cluster	VERB
aiti-6666	195	27	thresholds	threshold	NOUN
aiti-6666	195	28	for	for	ADP
aiti-6666	195	29	each	each	DET
aiti-6666	195	30	level	level	NOUN
aiti-6666	195	31	shown	show	VERB
aiti-6666	195	32	in	in	ADP
aiti-6666	195	33	table	table	NOUN
aiti-6666	195	34	2	2	NUM
aiti-6666	195	35	.	.	PUNCT
aiti-6666	195	36	table	table	NOUN
aiti-6666	195	37	2	2	NUM
aiti-6666	195	38	check	check	NOUN
aiti-6666	195	39	-	-	PUNCT
aiti-6666	195	40	in	in	ADP
aiti-6666	195	41	clustering	clustering	ADJ
aiti-6666	195	42	thresholds	threshold	NOUN
aiti-6666	195	43	for	for	ADP
aiti-6666	195	44	each	each	DET
aiti-6666	195	45	level	level	NOUN
aiti-6666	195	46	areas	area	NOUN
aiti-6666	195	47	with	with	ADP
aiti-6666	195	48	different	different	ADJ
aiti-6666	195	49	check	check	NOUN
aiti-6666	195	50	-	-	PUNCT
aiti-6666	195	51	in	in	ADP
aiti-6666	195	52	clustering	clustering	ADJ
aiti-6666	195	53	levels	level	NOUN
aiti-6666	195	54	level	level	VERB
aiti-6666	195	55	1	1	NUM
aiti-6666	195	56	level	level	NOUN
aiti-6666	195	57	2	2	NUM
aiti-6666	195	58	level	level	NOUN
aiti-6666	195	59	3	3	NUM
aiti-6666	195	60	level	level	NOUN
aiti-6666	195	61	4	4	NUM
aiti-6666	195	62	level	level	NOUN
aiti-6666	195	63	5	5	NUM
aiti-6666	195	64	level	level	NOUN
aiti-6666	195	65	6	6	NUM
aiti-6666	195	66	level	level	NOUN
aiti-6666	195	67	7	7	NUM
aiti-6666	195	68	level	level	NOUN
aiti-6666	195	69	8	8	NUM
aiti-6666	195	70	level	level	NOUN
aiti-6666	195	71	9	9	NUM
aiti-6666	195	72	level	level	NOUN
aiti-6666	195	73	10	10	NUM
aiti-6666	195	74	level	level	NOUN
aiti-6666	195	75	11	11	NUM
aiti-6666	195	76	upper	upper	ADJ
aiti-6666	195	77	threshold	threshold	NOUN
aiti-6666	195	78	≥3100	≥3100	ADV
aiti-6666	195	79	2891	2891	NUM
aiti-6666	195	80	2681	2681	NUM
aiti-6666	195	81	2472	2472	NUM
aiti-6666	195	82	2263	2263	NUM
aiti-6666	195	83	2055	2055	NUM
aiti-6666	195	84	1845	1845	NUM
aiti-6666	195	85	1636	1636	NUM
aiti-6666	195	86	1427	1427	NUM
aiti-6666	195	87	1218	1218	NUM
aiti-6666	195	88	1009	1009	NUM
aiti-6666	195	89	lower	low	ADJ
aiti-6666	195	90	threshold	threshold	NOUN
aiti-6666	195	91	2891	2891	NUM
aiti-6666	195	92	2681	2681	NUM
aiti-6666	195	93	2472	2472	NUM
aiti-6666	195	94	2263	2263	NUM
aiti-6666	195	95	2055	2055	NUM
aiti-6666	195	96	1845	1845	NUM
aiti-6666	195	97	1636	1636	NUM
aiti-6666	195	98	1427	1427	NUM
aiti-6666	195	99	1218	1218	NUM
aiti-6666	195	100	1009	1009	NUM
aiti-6666	195	101	≤800	≤800	PROPN
aiti-6666	195	102	4.3	4.3	NUM
aiti-6666	195	103	.	.	PUNCT
aiti-6666	195	104	stage	stage	NOUN
aiti-6666	195	105	3	3	NUM
aiti-6666	195	106	:	:	PUNCT
aiti-6666	195	107	incentives	incentive	VERB
aiti-6666	195	108	calculation	calculation	NOUN
aiti-6666	195	109	based	base	VERB
aiti-6666	195	110	on	on	ADP
aiti-6666	195	111	dockless	dockless	ADJ
aiti-6666	195	112	shared	share	VERB
aiti-6666	195	113	bicycle	bicycle	NOUN
aiti-6666	195	114	flow	flow	NOUN
aiti-6666	195	115	control	control	NOUN
aiti-6666	195	116	system	system	NOUN
aiti-6666	195	117	as	as	SCONJ
aiti-6666	195	118	shown	show	VERB
aiti-6666	195	119	in	in	ADP
aiti-6666	195	120	figs	fig	NOUN
aiti-6666	195	121	.	.	PUNCT
aiti-6666	196	1	7	7	NUM
aiti-6666	196	2	-	-	SYM
aiti-6666	196	3	8	8	NUM
aiti-6666	196	4	,	,	PUNCT
aiti-6666	196	5	during	during	ADP
aiti-6666	196	6	the	the	DET
aiti-6666	196	7	period	period	NOUN
aiti-6666	196	8	from	from	ADP
aiti-6666	196	9	12:00	12:00	NUM
aiti-6666	196	10	to	to	ADP
aiti-6666	196	11	18:00	18:00	NUM
aiti-6666	196	12	on	on	ADP
aiti-6666	196	13	8/1/2016	8/1/2016	NUM
aiti-6666	196	14	(	(	PUNCT
aiti-6666	196	15	i.e.	i.e.	X
aiti-6666	196	16	,	,	PUNCT
aiti-6666	196	17	the	the	DET
aiti-6666	196	18	period	period	NOUN
aiti-6666	196	19	following	follow	VERB
aiti-6666	196	20	06:00	06:00	NUM
aiti-6666	196	21	to	to	ADP
aiti-6666	196	22	12:00	12:00	NUM
aiti-6666	196	23	on	on	ADP
aiti-6666	196	24	8/1/2016	8/1/2016	NUM
aiti-6666	196	25	)	)	PUNCT
aiti-6666	196	26	,	,	PUNCT
aiti-6666	196	27	the	the	DET
aiti-6666	196	28	first	first	ADJ
aiti-6666	196	29	bicycle	bicycle	NOUN
aiti-6666	196	30	is	be	AUX
aiti-6666	196	31	checked	check	VERB
aiti-6666	196	32	-	-	PUNCT
aiti-6666	196	33	out	out	NOUN
aiti-6666	196	34	from	from	ADP
aiti-6666	196	35	the	the	DET
aiti-6666	196	36	check	check	VERB
aiti-6666	196	37	-	-	PUNCT
aiti-6666	196	38	out	out	ADP
aiti-6666	196	39	point	point	NOUN
aiti-6666	196	40	and	and	CCONJ
aiti-6666	196	41	returned	return	VERB
aiti-6666	196	42	at	at	ADP
aiti-6666	196	43	the	the	DET
aiti-6666	196	44	check	check	NOUN
aiti-6666	196	45	-	-	PUNCT
aiti-6666	196	46	in	in	ADP
aiti-6666	196	47	point	point	NOUN
aiti-6666	196	48	half	half	DET
aiti-6666	196	49	an	an	DET
aiti-6666	196	50	hour	hour	NOUN
aiti-6666	196	51	later	later	ADV
aiti-6666	196	52	,	,	PUNCT
aiti-6666	196	53	which	which	PRON
aiti-6666	196	54	is	be	AUX
aiti-6666	196	55	during	during	ADP
aiti-6666	196	56	the	the	DET
aiti-6666	196	57	same	same	ADJ
aiti-6666	196	58	period	period	NOUN
aiti-6666	196	59	.	.	PUNCT
aiti-6666	197	1	the	the	DET
aiti-6666	197	2	calculations	calculation	NOUN
aiti-6666	197	3	of	of	ADP
aiti-6666	197	4	the	the	DET
aiti-6666	197	5	check	check	NOUN
aiti-6666	197	6	-	-	PUNCT
aiti-6666	197	7	outs	out	NOUN
aiti-6666	197	8	and	and	CCONJ
aiti-6666	197	9	check	check	NOUN
aiti-6666	197	10	-	-	PUNCT
aiti-6666	197	11	ins	in	NOUN
aiti-6666	197	12	are	be	AUX
aiti-6666	197	13	presented	present	VERB
aiti-6666	197	14	as	as	SCONJ
aiti-6666	197	15	follows	follow	VERB
aiti-6666	197	16	.	.	PUNCT
aiti-6666	198	1	(	(	PUNCT
aiti-6666	198	2	1	1	X
aiti-6666	198	3	)	)	PUNCT
aiti-6666	198	4	as	as	ADP
aiti-6666	198	5	for	for	ADP
aiti-6666	198	6	the	the	DET
aiti-6666	198	7	check	check	NOUN
aiti-6666	198	8	-	-	PUNCT
aiti-6666	198	9	outs	out	NOUN
aiti-6666	198	10	,	,	PUNCT
aiti-6666	198	11	the	the	DET
aiti-6666	198	12	estimated	estimate	VERB
aiti-6666	198	13	check	check	VERB
aiti-6666	198	14	-	-	PUNCT
aiti-6666	198	15	out	out	ADP
aiti-6666	198	16	rate	rate	NOUN
aiti-6666	198	17	x	x	NOUN
aiti-6666	198	18	at	at	ADP
aiti-6666	198	19	the	the	DET
aiti-6666	198	20	check	check	VERB
aiti-6666	198	21	-	-	PUNCT
aiti-6666	198	22	out	out	ADP
aiti-6666	198	23	point	point	NOUN
aiti-6666	198	24	is	be	AUX
aiti-6666	198	25	1600	1600	NUM
aiti-6666	198	26	,	,	PUNCT
aiti-6666	198	27	and	and	CCONJ
aiti-6666	198	28	this	this	DET
aiti-6666	198	29	area	area	NOUN
aiti-6666	198	30	is	be	AUX
aiti-6666	198	31	in	in	ADP
aiti-6666	198	32	a	a	DET
aiti-6666	198	33	level	level	NOUN
aiti-6666	198	34	7	7	NUM
aiti-6666	198	35	check	check	NOUN
aiti-6666	198	36	-	-	PUNCT
aiti-6666	198	37	in	in	ADP
aiti-6666	198	38	cluster	cluster	NOUN
aiti-6666	198	39	(	(	PUNCT
aiti-6666	198	40	threshold	threshold	NOUN
aiti-6666	198	41	:	:	PUNCT
aiti-6666	198	42	1,845	1,845	NUM
aiti-6666	198	43	-	-	SYM
aiti-6666	198	44	1,636	1,636	NUM
aiti-6666	198	45	)	)	PUNCT
aiti-6666	198	46	;	;	PUNCT
aiti-6666	199	1	since	since	SCONJ
aiti-6666	199	2	1600	1600	NUM
aiti-6666	199	3	<	<	X
aiti-6666	199	4	1636	1636	NUM
aiti-6666	199	5	(	(	PUNCT
aiti-6666	199	6	implying	imply	VERB
aiti-6666	199	7	that	that	SCONJ
aiti-6666	199	8	the	the	DET
aiti-6666	199	9	check	check	VERB
aiti-6666	199	10	-	-	PUNCT
aiti-6666	199	11	out	out	ADP
aiti-6666	199	12	rate	rate	NOUN
aiti-6666	199	13	x	x	PUNCT
aiti-6666	199	14	is	be	AUX
aiti-6666	199	15	slower	slow	ADJ
aiti-6666	199	16	than	than	ADP
aiti-6666	199	17	the	the	DET
aiti-6666	199	18	minimum	minimum	ADJ
aiti-6666	199	19	estimated	estimate	VERB
aiti-6666	199	20	check	check	NOUN
aiti-6666	199	21	-	-	PUNCT
aiti-6666	199	22	in	in	ADP
aiti-6666	199	23	rate	rate	NOUN
aiti-6666	199	24	)	)	PUNCT
aiti-6666	199	25	,	,	PUNCT
aiti-6666	199	26	consequently	consequently	ADV
aiti-6666	199	27	when	when	SCONJ
aiti-6666	199	28	x	x	X
aiti-6666	199	29	�	�	PROPN
aiti-6666	199	30	�	�	PROPN
aiti-6666	199	31	�	�	PROPN
aiti-6666	199	32	≤	≤	PROPN
aiti-6666	199	33	x	x	SYM
aiti-6666	199	34	�	�	PROPN
aiti-6666	199	35	�	�	PROPN
aiti-6666	199	36	�	�	PROPN
aiti-6666	199	37	�	�	PROPN
aiti-6666	199	38	≤	≤	PROPN
aiti-6666	199	39	x	x	SYM
aiti-6666	199	40	�	�	PROPN
aiti-6666	199	41	�	�	PROPN
aiti-6666	199	42	�	�	PROPN
aiti-6666	199	43	,	,	PUNCT
aiti-6666	199	44	and	and	CCONJ
aiti-6666	199	45	x	x	PART
aiti-6666	199	46	�	�	PROPN
aiti-6666	199	47	�	�	PROPN
aiti-6666	199	48	�	�	PROPN
aiti-6666	199	49	�	�	PROPN
aiti-6666	199	50	<	<	X
aiti-6666	199	51	y	y	PROPN
aiti-6666	199	52	�	�	PROPN
aiti-6666	199	53	�	�	PROPN
aiti-6666	199	54	�	�	PROPN
aiti-6666	199	55	.	.	PUNCT
aiti-6666	200	1	the	the	DET
aiti-6666	200	2	check	check	VERB
aiti-6666	200	3	-	-	PUNCT
aiti-6666	200	4	out	out	ADP
aiti-6666	200	5	incentive	incentive	NOUN
aiti-6666	200	6	system	system	NOUN
aiti-6666	200	7	should	should	AUX
aiti-6666	200	8	be	be	AUX
aiti-6666	200	9	activated	activate	VERB
aiti-6666	200	10	.	.	PUNCT
aiti-6666	201	1	according	accord	VERB
aiti-6666	201	2	to	to	ADP
aiti-6666	201	3	eq	eq	PROPN
aiti-6666	201	4	.	.	PUNCT
aiti-6666	202	1	(	(	PUNCT
aiti-6666	202	2	3	3	NUM
aiti-6666	202	3	)	)	PUNCT
aiti-6666	202	4	,	,	PUNCT
aiti-6666	202	5	y	y	PROPN
aiti-6666	202	6	�	�	PROPN
aiti-6666	202	7	�	�	PROPN
aiti-6666	202	8	�	�	PROPN
aiti-6666	202	9	�	�	PROPN
aiti-6666	202	10	is	be	AUX
aiti-6666	202	11	entered	enter	VERB
aiti-6666	202	12	as	as	ADP
aiti-6666	202	13	y	y	PROPN
aiti-6666	202	14	�	�	PROPN
aiti-6666	202	15	�	�	PROPN
aiti-6666	202	16	�	�	PROPN
aiti-6666	202	17	,	,	PUNCT
aiti-6666	202	18	1	1	NUM
aiti-6666	202	19	1636	1636	NUM
aiti-6666	202	20	1600	1600	NUM
aiti-6666	202	21	18	18	NUM
aiti-6666	202	22	2	2	NUM
aiti-6666	202	23	−	−	NOUN
aiti-6666	202	24	=	=	PUNCT
aiti-6666	202	25	(	(	PUNCT
aiti-6666	202	26	6	6	NUM
aiti-6666	202	27	)	)	PUNCT
aiti-6666	202	28	(	(	PUNCT
aiti-6666	202	29	2	2	NUM
aiti-6666	202	30	)	)	PUNCT
aiti-6666	202	31	as	as	ADP
aiti-6666	202	32	for	for	ADP
aiti-6666	202	33	the	the	DET
aiti-6666	202	34	check	check	NOUN
aiti-6666	202	35	-	-	PUNCT
aiti-6666	202	36	ins	in	NOUN
aiti-6666	202	37	,	,	PUNCT
aiti-6666	202	38	the	the	DET
aiti-6666	202	39	estimated	estimate	VERB
aiti-6666	202	40	check	check	NOUN
aiti-6666	202	41	-	-	PUNCT
aiti-6666	202	42	in	in	ADP
aiti-6666	202	43	density	density	NOUN
aiti-6666	202	44	y	y	PROPN
aiti-6666	202	45	of	of	ADP
aiti-6666	202	46	the	the	DET
aiti-6666	202	47	check	check	NOUN
aiti-6666	202	48	-	-	PUNCT
aiti-6666	202	49	in	in	ADP
aiti-6666	202	50	point	point	NOUN
aiti-6666	202	51	is	be	AUX
aiti-6666	202	52	2,800	2,800	NUM
aiti-6666	202	53	;	;	PUNCT
aiti-6666	202	54	and	and	CCONJ
aiti-6666	202	55	this	this	DET
aiti-6666	202	56	area	area	NOUN
aiti-6666	202	57	is	be	AUX
aiti-6666	202	58	in	in	ADP
aiti-6666	202	59	a	a	DET
aiti-6666	202	60	level	level	NOUN
aiti-6666	202	61	2	2	NUM
aiti-6666	202	62	check	check	NOUN
aiti-6666	202	63	-	-	PUNCT
aiti-6666	202	64	out	out	ADP
aiti-6666	202	65	cluster	cluster	NOUN
aiti-6666	202	66	(	(	PUNCT
aiti-6666	202	67	threshold	threshold	NOUN
aiti-6666	202	68	:	:	PUNCT
aiti-6666	202	69	3,375~3,150	3,375~3,150	NUM
aiti-6666	202	70	)	)	PUNCT
aiti-6666	202	71	;	;	PUNCT
aiti-6666	202	72	since	since	SCONJ
aiti-6666	202	73	2750	2750	NUM
aiti-6666	202	74	<	<	SYM
aiti-6666	202	75	3150	3150	NUM
aiti-6666	202	76	(	(	PUNCT
aiti-6666	202	77	implying	imply	VERB
aiti-6666	202	78	that	that	SCONJ
aiti-6666	202	79	the	the	DET
aiti-6666	202	80	check	check	NOUN
aiti-6666	202	81	-	-	PUNCT
aiti-6666	202	82	in	in	ADP
aiti-6666	202	83	rate	rate	NOUN
aiti-6666	202	84	y	y	PROPN
aiti-6666	202	85	is	be	AUX
aiti-6666	202	86	slower	slow	ADJ
aiti-6666	202	87	than	than	ADP
aiti-6666	202	88	the	the	DET
aiti-6666	202	89	minimum	minimum	ADJ
aiti-6666	202	90	estimated	estimate	VERB
aiti-6666	202	91	check	check	NOUN
aiti-6666	202	92	-	-	PUNCT
aiti-6666	202	93	out	out	ADP
aiti-6666	202	94	rate	rate	NOUN
aiti-6666	202	95	)	)	PUNCT
aiti-6666	202	96	,	,	PUNCT
aiti-6666	202	97	when	when	SCONJ
aiti-6666	202	98	y	y	PROPN
aiti-6666	202	99	�	�	PROPN
aiti-6666	202	100	�	�	PROPN
aiti-6666	202	101	�	�	PROPN
aiti-6666	202	102	≤	≤	PROPN
aiti-6666	202	103	y	y	PROPN
aiti-6666	202	104	�	�	PROPN
aiti-6666	202	105	&	&	CCONJ
aiti-6666	202	106	�	�	PROPN
aiti-6666	202	107	�	�	PROPN
aiti-6666	202	108	≤	≤	PROPN
aiti-6666	202	109	y	y	PROPN
aiti-6666	202	110	�	�	PROPN
aiti-6666	202	111	�	�	PROPN
aiti-6666	202	112	�	�	PROPN
aiti-6666	202	113	,	,	PUNCT
aiti-6666	202	114	x	x	PART
aiti-6666	202	115	�	�	PROPN
aiti-6666	202	116	�	�	PROPN
aiti-6666	202	117	�	�	PROPN
aiti-6666	202	118	≥	≥	NUM
aiti-6666	202	119	y	y	PROPN
aiti-6666	202	120	�	�	PROPN
aiti-6666	202	121	&	&	CCONJ
aiti-6666	202	122	�	�	PROPN
aiti-6666	202	123	�	�	PROPN
aiti-6666	202	124	.	.	PUNCT
aiti-6666	203	1	the	the	DET
aiti-6666	203	2	check	check	VERB
aiti-6666	203	3	-	-	PUNCT
aiti-6666	203	4	in	in	ADP
aiti-6666	203	5	incentive	incentive	NOUN
aiti-6666	203	6	system	system	NOUN
aiti-6666	203	7	should	should	AUX
aiti-6666	203	8	be	be	AUX
aiti-6666	203	9	activated	activate	VERB
aiti-6666	203	10	.	.	PUNCT
aiti-6666	204	1	according	accord	VERB
aiti-6666	204	2	to	to	ADP
aiti-6666	204	3	eq	eq	PROPN
aiti-6666	204	4	.	.	PUNCT
aiti-6666	205	1	(	(	PUNCT
aiti-6666	205	2	4	4	NUM
aiti-6666	205	3	)	)	PUNCT
aiti-6666	205	4	,	,	PUNCT
aiti-6666	205	5	when	when	SCONJ
aiti-6666	205	6	x	x	X
aiti-6666	205	7	�	�	PROPN
aiti-6666	205	8	&	&	CCONJ
aiti-6666	205	9	�	�	PROPN
aiti-6666	205	10	�	�	PROPN
aiti-6666	205	11	is	be	AUX
aiti-6666	205	12	entered	enter	VERB
aiti-6666	205	13	as	as	ADP
aiti-6666	205	14	x	x	X
aiti-6666	205	15	�	�	PROPN
aiti-6666	205	16	�	�	PROPN
aiti-6666	205	17	�	�	PROPN
aiti-6666	205	18	,	,	PUNCT
aiti-6666	205	19	1	1	NUM
aiti-6666	205	20	3150	3150	NUM
aiti-6666	205	21	2750	2750	NUM
aiti-6666	205	22	200	200	NUM
aiti-6666	205	23	2	2	NUM
aiti-6666	205	24	−	−	NOUN
aiti-6666	205	25	=	=	PUNCT
aiti-6666	205	26	(	(	PUNCT
aiti-6666	205	27	7	7	NUM
aiti-6666	205	28	)	)	PUNCT
aiti-6666	205	29	(	(	PUNCT
aiti-6666	205	30	3	3	X
aiti-6666	205	31	)	)	PUNCT
aiti-6666	205	32	the	the	DET
aiti-6666	205	33	total	total	ADJ
aiti-6666	205	34	incentive	incentive	NOUN
aiti-6666	205	35	is	be	AUX
aiti-6666	205	36	the	the	DET
aiti-6666	205	37	sum	sum	NOUN
aiti-6666	205	38	of	of	ADP
aiti-6666	205	39	the	the	DET
aiti-6666	205	40	two	two	NUM
aiti-6666	205	41	amounts	amount	NOUN
aiti-6666	205	42	.	.	PUNCT
aiti-6666	206	1	according	accord	VERB
aiti-6666	206	2	to	to	ADP
aiti-6666	206	3	eq	eq	PROPN
aiti-6666	206	4	.	.	PUNCT
aiti-6666	207	1	(	(	PUNCT
aiti-6666	207	2	5	5	NUM
aiti-6666	207	3	)	)	PUNCT
aiti-6666	207	4	,	,	PUNCT
aiti-6666	207	5	a	a	DET
aiti-6666	207	6	total	total	ADJ
aiti-6666	207	7	incentive	incentive	NOUN
aiti-6666	207	8	amount	amount	NOUN
aiti-6666	207	9	of	of	ADP
aiti-6666	207	10	218	218	NUM
aiti-6666	207	11	units	unit	NOUN
aiti-6666	207	12	is	be	AUX
aiti-6666	207	13	obtained	obtain	VERB
aiti-6666	207	14	.	.	PUNCT
aiti-6666	208	1	18	18	NUM
aiti-6666	208	2	200	200	NUM
aiti-6666	208	3	218sum	218sum	NUM
aiti-6666	208	4	=	=	SYM
aiti-6666	209	1	+	+	PUNCT
aiti-6666	209	2	=	=	SYM
aiti-6666	209	3	(	(	PUNCT
aiti-6666	209	4	8)	8)	NUM
aiti-6666	209	5	the	the	DET
aiti-6666	209	6	preceding	precede	VERB
aiti-6666	209	7	is	be	AUX
aiti-6666	209	8	a	a	DET
aiti-6666	209	9	discussion	discussion	NOUN
aiti-6666	209	10	of	of	ADP
aiti-6666	209	11	partitioning	partition	VERB
aiti-6666	209	12	and	and	CCONJ
aiti-6666	209	13	grading	grading	NOUN
aiti-6666	209	14	and	and	CCONJ
aiti-6666	209	15	the	the	DET
aiti-6666	209	16	use	use	NOUN
aiti-6666	209	17	of	of	ADP
aiti-6666	209	18	an	an	DET
aiti-6666	209	19	incentive	incentive	NOUN
aiti-6666	209	20	mechanism	mechanism	NOUN
aiti-6666	209	21	relying	rely	VERB
aiti-6666	209	22	on	on	ADP
aiti-6666	209	23	threshold	threshold	NOUN
aiti-6666	209	24	values	value	NOUN
aiti-6666	209	25	to	to	PART
aiti-6666	209	26	reverse	reverse	VERB
aiti-6666	209	27	the	the	DET
aiti-6666	209	28	flow	flow	NOUN
aiti-6666	209	29	of	of	ADP
aiti-6666	209	30	bikes	bike	NOUN
aiti-6666	209	31	.	.	PUNCT
aiti-6666	210	1	the	the	DET
aiti-6666	210	2	data	datum	NOUN
aiti-6666	210	3	for	for	ADP
aiti-6666	210	4	the	the	DET
aiti-6666	210	5	period	period	NOUN
aiti-6666	210	6	from	from	ADP
aiti-6666	210	7	12:00	12:00	NUM
aiti-6666	210	8	to	to	ADP
aiti-6666	210	9	18:00	18:00	NUM
aiti-6666	210	10	on	on	ADP
aiti-6666	210	11	8/1/2016	8/1/2016	NUM
aiti-6666	210	12	obtained	obtain	VERB
aiti-6666	210	13	from	from	ADP
aiti-6666	210	14	on	on	ADP
aiti-6666	210	15	-	-	PUNCT
aiti-6666	210	16	site	site	NOUN
aiti-6666	210	17	observations	observation	NOUN
aiti-6666	210	18	is	be	AUX
aiti-6666	210	19	very	very	ADV
aiti-6666	210	20	consistent	consistent	ADJ
aiti-6666	210	21	with	with	ADP
aiti-6666	210	22	the	the	DET
aiti-6666	210	23	results	result	NOUN
aiti-6666	210	24	of	of	ADP
aiti-6666	210	25	our	our	PRON
aiti-6666	210	26	model	model	NOUN
aiti-6666	210	27	.	.	PUNCT
aiti-6666	211	1	because	because	SCONJ
aiti-6666	211	2	8/1/2016	8/1/2016	NUM
aiti-6666	211	3	,	,	PUNCT
aiti-6666	211	4	monday	monday	PROPN
aiti-6666	211	5	,	,	PUNCT
aiti-6666	211	6	is	be	AUX
aiti-6666	211	7	the	the	DET
aiti-6666	211	8	first	first	ADJ
aiti-6666	211	9	working	work	VERB
aiti-6666	211	10	day	day	NOUN
aiti-6666	211	11	of	of	ADP
aiti-6666	211	12	the	the	DET
aiti-6666	211	13	week	week	NOUN
aiti-6666	211	14	,	,	PUNCT
aiti-6666	211	15	it	it	PRON
aiti-6666	211	16	is	be	AUX
aiti-6666	211	17	easy	easy	ADJ
aiti-6666	211	18	to	to	PART
aiti-6666	211	19	find	find	VERB
aiti-6666	211	20	shared	shared	ADJ
aiti-6666	211	21	bikes	bike	NOUN
aiti-6666	211	22	in	in	ADP
aiti-6666	211	23	the	the	DET
aiti-6666	211	24	outer	outer	ADJ
aiti-6666	211	25	marginal	marginal	ADJ
aiti-6666	211	26	area	area	NOUN
aiti-6666	211	27	of	of	ADP
aiti-6666	211	28	jing’an	jing’an	PROPN
aiti-6666	211	29	temple	temple	PROPN
aiti-6666	211	30	.	.	PUNCT
aiti-6666	212	1	but	but	CCONJ
aiti-6666	212	2	in	in	ADP
aiti-6666	212	3	contrast	contrast	NOUN
aiti-6666	212	4	,	,	PUNCT
aiti-6666	212	5	the	the	DET
aiti-6666	212	6	jing’an	jing’an	PROPN
aiti-6666	212	7	temple	temple	PROPN
aiti-6666	212	8	center	center	PROPN
aiti-6666	212	9	is	be	AUX
aiti-6666	212	10	located	locate	VERB
aiti-6666	212	11	in	in	ADP
aiti-6666	212	12	a	a	DET
aiti-6666	212	13	dense	dense	ADJ
aiti-6666	212	14	commercial	commercial	ADJ
aiti-6666	212	15	and	and	CCONJ
aiti-6666	212	16	office	office	NOUN
aiti-6666	212	17	area	area	NOUN
aiti-6666	212	18	,	,	PUNCT
aiti-6666	212	19	so	so	CCONJ
aiti-6666	212	20	it	it	PRON
aiti-6666	212	21	is	be	AUX
aiti-6666	212	22	often	often	ADV
aiti-6666	212	23	difficult	difficult	ADJ
aiti-6666	212	24	to	to	PART
aiti-6666	212	25	find	find	VERB
aiti-6666	212	26	bikes	bike	NOUN
aiti-6666	212	27	that	that	PRON
aiti-6666	212	28	can	can	AUX
aiti-6666	212	29	be	be	AUX
aiti-6666	212	30	borrowed	borrow	VERB
aiti-6666	212	31	.	.	PUNCT
aiti-6666	213	1	154	154	NUM
aiti-6666	213	2	advances	advance	NOUN
aiti-6666	213	3	in	in	ADP
aiti-6666	213	4	technology	technology	NOUN
aiti-6666	213	5	innovation	innovation	NOUN
aiti-6666	213	6	,	,	PUNCT
aiti-6666	213	7	vol	vol	NOUN
aiti-6666	213	8	.	.	PROPN
aiti-6666	213	9	6	6	NUM
aiti-6666	213	10	,	,	PUNCT
aiti-6666	213	11	no	no	INTJ
aiti-6666	213	12	.	.	NOUN
aiti-6666	213	13	3	3	NUM
aiti-6666	213	14	,	,	PUNCT
aiti-6666	213	15	2021	2021	NUM
aiti-6666	213	16	,	,	PUNCT
aiti-6666	213	17	pp	pp	ADJ
aiti-6666	213	18	.	.	PUNCT
aiti-6666	214	1	146	146	NUM
aiti-6666	214	2	-	-	SYM
aiti-6666	214	3	156	156	NUM
aiti-6666	214	4	5	5	NUM
aiti-6666	214	5	.	.	PUNCT
aiti-6666	214	6	conclusions	conclusion	NOUN
aiti-6666	214	7	with	with	ADP
aiti-6666	214	8	kde	kde	NOUN
aiti-6666	214	9	-	-	PUNCT
aiti-6666	214	10	based	base	VERB
aiti-6666	214	11	clustering	clustering	NOUN
aiti-6666	214	12	,	,	PUNCT
aiti-6666	214	13	this	this	DET
aiti-6666	214	14	study	study	NOUN
aiti-6666	214	15	can	can	AUX
aiti-6666	214	16	use	use	VERB
aiti-6666	214	17	the	the	DET
aiti-6666	214	18	choropleth	choropleth	NOUN
aiti-6666	214	19	map	map	NOUN
aiti-6666	214	20	visualization	visualization	NOUN
aiti-6666	214	21	to	to	PART
aiti-6666	214	22	represent	represent	VERB
aiti-6666	214	23	spatial	spatial	ADJ
aiti-6666	214	24	distribution	distribution	NOUN
aiti-6666	214	25	to	to	PART
aiti-6666	214	26	achieve	achieve	VERB
aiti-6666	214	27	partitioning	partitioning	NOUN
aiti-6666	214	28	and	and	CCONJ
aiti-6666	214	29	grading	grade	VERB
aiti-6666	214	30	.	.	PUNCT
aiti-6666	215	1	it	it	PRON
aiti-6666	215	2	can	can	AUX
aiti-6666	215	3	support	support	VERB
aiti-6666	215	4	the	the	DET
aiti-6666	215	5	calculation	calculation	NOUN
aiti-6666	215	6	of	of	ADP
aiti-6666	215	7	the	the	DET
aiti-6666	215	8	threshold	threshold	NOUN
aiti-6666	215	9	-	-	PUNCT
aiti-6666	215	10	based	base	VERB
aiti-6666	215	11	incentive	incentive	NOUN
aiti-6666	215	12	mechanism	mechanism	NOUN
aiti-6666	215	13	for	for	ADP
aiti-6666	215	14	bicycle	bicycle	NOUN
aiti-6666	215	15	reverse	reverse	NOUN
aiti-6666	215	16	flow	flow	NOUN
aiti-6666	215	17	.	.	PUNCT
aiti-6666	216	1	the	the	DET
aiti-6666	216	2	analysis	analysis	NOUN
aiti-6666	216	3	of	of	ADP
aiti-6666	216	4	the	the	DET
aiti-6666	216	5	implementation	implementation	NOUN
aiti-6666	216	6	results	result	NOUN
aiti-6666	216	7	is	be	AUX
aiti-6666	216	8	as	as	SCONJ
aiti-6666	216	9	follows	follow	VERB
aiti-6666	216	10	:	:	PUNCT
aiti-6666	216	11	(	(	PUNCT
aiti-6666	216	12	1	1	X
aiti-6666	216	13	)	)	PUNCT
aiti-6666	216	14	if	if	SCONJ
aiti-6666	216	15	an	an	DET
aiti-6666	216	16	area	area	NOUN
aiti-6666	216	17	is	be	AUX
aiti-6666	216	18	in	in	ADP
aiti-6666	216	19	a	a	DET
aiti-6666	216	20	peak	peak	NOUN
aiti-6666	216	21	usage	usage	NOUN
aiti-6666	216	22	period	period	NOUN
aiti-6666	216	23	,	,	PUNCT
aiti-6666	216	24	the	the	DET
aiti-6666	216	25	flow	flow	NOUN
aiti-6666	216	26	rate	rate	NOUN
aiti-6666	216	27	is	be	AUX
aiti-6666	216	28	fast	fast	ADJ
aiti-6666	216	29	(	(	PUNCT
aiti-6666	216	30	i.e.	i.e.	X
aiti-6666	216	31	,	,	PUNCT
aiti-6666	216	32	the	the	DET
aiti-6666	216	33	pick	pick	VERB
aiti-6666	216	34	-	-	PUNCT
aiti-6666	216	35	up	up	ADP
aiti-6666	216	36	rate	rate	NOUN
aiti-6666	216	37	is	be	AUX
aiti-6666	216	38	fast	fast	ADJ
aiti-6666	216	39	,	,	PUNCT
aiti-6666	216	40	and	and	CCONJ
aiti-6666	216	41	the	the	DET
aiti-6666	216	42	return	return	NOUN
aiti-6666	216	43	speed	speed	NOUN
aiti-6666	216	44	is	be	AUX
aiti-6666	216	45	also	also	ADV
aiti-6666	216	46	fast	fast	ADJ
aiti-6666	216	47	)	)	PUNCT
aiti-6666	216	48	.	.	PUNCT
aiti-6666	217	1	alternatively	alternatively	ADV
aiti-6666	217	2	vice	vice	ADV
aiti-6666	217	3	versa	versa	ADV
aiti-6666	217	4	,	,	PUNCT
aiti-6666	217	5	if	if	SCONJ
aiti-6666	217	6	the	the	DET
aiti-6666	217	7	relative	relative	ADJ
aiti-6666	217	8	time	time	NOUN
aiti-6666	217	9	is	be	AUX
aiti-6666	217	10	in	in	ADP
aiti-6666	217	11	the	the	DET
aiti-6666	217	12	off	off	ADJ
aiti-6666	217	13	-	-	PUNCT
aiti-6666	217	14	peak	peak	NOUN
aiti-6666	217	15	period	period	NOUN
aiti-6666	217	16	.	.	PUNCT
aiti-6666	218	1	when	when	SCONJ
aiti-6666	218	2	the	the	DET
aiti-6666	218	3	absolute	absolute	ADJ
aiti-6666	218	4	value	value	NOUN
aiti-6666	218	5	of	of	ADP
aiti-6666	218	6	the	the	DET
aiti-6666	218	7	difference	difference	NOUN
aiti-6666	218	8	between	between	ADP
aiti-6666	218	9	the	the	DET
aiti-6666	218	10	check	check	VERB
aiti-6666	218	11	-	-	PUNCT
aiti-6666	218	12	out	out	ADP
aiti-6666	218	13	rate	rate	NOUN
aiti-6666	218	14	and	and	CCONJ
aiti-6666	218	15	the	the	DET
aiti-6666	218	16	check	check	NOUN
aiti-6666	218	17	-	-	PUNCT
aiti-6666	218	18	in	in	ADP
aiti-6666	218	19	rate	rate	NOUN
aiti-6666	218	20	is	be	AUX
aiti-6666	218	21	in	in	ADP
aiti-6666	218	22	a	a	DET
aiti-6666	218	23	range	range	NOUN
aiti-6666	218	24	,	,	PUNCT
aiti-6666	218	25	the	the	DET
aiti-6666	218	26	number	number	NOUN
aiti-6666	218	27	of	of	ADP
aiti-6666	218	28	bikes	bike	NOUN
aiti-6666	218	29	in	in	ADP
aiti-6666	218	30	the	the	DET
aiti-6666	218	31	area	area	NOUN
aiti-6666	218	32	is	be	AUX
aiti-6666	218	33	considered	consider	VERB
aiti-6666	218	34	to	to	PART
aiti-6666	218	35	be	be	AUX
aiti-6666	218	36	in	in	ADP
aiti-6666	218	37	a	a	DET
aiti-6666	218	38	state	state	NOUN
aiti-6666	218	39	in	in	ADP
aiti-6666	218	40	which	which	PRON
aiti-6666	218	41	regular	regular	ADJ
aiti-6666	218	42	operation	operation	NOUN
aiti-6666	218	43	can	can	AUX
aiti-6666	218	44	be	be	AUX
aiti-6666	218	45	maintained	maintain	VERB
aiti-6666	218	46	.	.	PUNCT
aiti-6666	219	1	(	(	PUNCT
aiti-6666	219	2	2	2	X
aiti-6666	219	3	)	)	PUNCT
aiti-6666	219	4	however	however	ADV
aiti-6666	219	5	,	,	PUNCT
aiti-6666	219	6	if	if	SCONJ
aiti-6666	219	7	a	a	DET
aiti-6666	219	8	domain	domain	NOUN
aiti-6666	219	9	is	be	AUX
aiti-6666	219	10	in	in	ADP
aiti-6666	219	11	a	a	DET
aiti-6666	219	12	fast	fast	ADJ
aiti-6666	219	13	check	check	NOUN
aiti-6666	219	14	-	-	PUNCT
aiti-6666	219	15	out	out	ADP
aiti-6666	219	16	speed	speed	NOUN
aiti-6666	219	17	for	for	ADP
aiti-6666	219	18	a	a	DET
aiti-6666	219	19	long	long	ADJ
aiti-6666	219	20	time	time	NOUN
aiti-6666	219	21	,	,	PUNCT
aiti-6666	219	22	and	and	CCONJ
aiti-6666	219	23	the	the	DET
aiti-6666	219	24	check	check	NOUN
aiti-6666	219	25	-	-	PUNCT
aiti-6666	219	26	in	in	ADP
aiti-6666	219	27	speed	speed	NOUN
aiti-6666	219	28	is	be	AUX
aiti-6666	219	29	very	very	ADV
aiti-6666	219	30	slow	slow	ADJ
aiti-6666	219	31	or	or	CCONJ
aiti-6666	219	32	almost	almost	ADV
aiti-6666	219	33	stationary	stationary	ADJ
aiti-6666	219	34	,	,	PUNCT
aiti-6666	219	35	it	it	PRON
aiti-6666	219	36	means	mean	VERB
aiti-6666	219	37	that	that	SCONJ
aiti-6666	219	38	the	the	DET
aiti-6666	219	39	number	number	NOUN
aiti-6666	219	40	of	of	ADP
aiti-6666	219	41	bikes	bike	NOUN
aiti-6666	219	42	in	in	ADP
aiti-6666	219	43	the	the	DET
aiti-6666	219	44	area	area	NOUN
aiti-6666	219	45	has	have	AUX
aiti-6666	219	46	been	be	AUX
aiti-6666	219	47	slower	slow	ADJ
aiti-6666	219	48	than	than	ADP
aiti-6666	219	49	the	the	DET
aiti-6666	219	50	shortage	shortage	NOUN
aiti-6666	219	51	threshold	threshold	NOUN
aiti-6666	219	52	.	.	PUNCT
aiti-6666	220	1	conversely	conversely	ADV
aiti-6666	220	2	,	,	PUNCT
aiti-6666	220	3	if	if	SCONJ
aiti-6666	220	4	the	the	DET
aiti-6666	220	5	check	check	NOUN
aiti-6666	220	6	-	-	PUNCT
aiti-6666	220	7	in	in	ADP
aiti-6666	220	8	rate	rate	NOUN
aiti-6666	220	9	is	be	AUX
aiti-6666	220	10	rapid	rapid	ADJ
aiti-6666	220	11	for	for	ADP
aiti-6666	220	12	a	a	DET
aiti-6666	220	13	prolonged	prolonged	ADJ
aiti-6666	220	14	period	period	NOUN
aiti-6666	220	15	within	within	ADP
aiti-6666	220	16	a	a	DET
aiti-6666	220	17	specific	specific	ADJ
aiti-6666	220	18	area	area	NOUN
aiti-6666	220	19	,	,	PUNCT
aiti-6666	220	20	but	but	CCONJ
aiti-6666	220	21	the	the	DET
aiti-6666	220	22	check	check	VERB
aiti-6666	220	23	-	-	PUNCT
aiti-6666	220	24	out	out	ADP
aiti-6666	220	25	rate	rate	NOUN
aiti-6666	220	26	is	be	AUX
aiti-6666	220	27	almost	almost	ADV
aiti-6666	220	28	0	0	NUM
aiti-6666	220	29	,	,	PUNCT
aiti-6666	220	30	this	this	PRON
aiti-6666	220	31	indicates	indicate	VERB
aiti-6666	220	32	that	that	SCONJ
aiti-6666	220	33	the	the	DET
aiti-6666	220	34	number	number	NOUN
aiti-6666	220	35	of	of	ADP
aiti-6666	220	36	bikes	bike	NOUN
aiti-6666	220	37	in	in	ADP
aiti-6666	220	38	that	that	DET
aiti-6666	220	39	area	area	NOUN
aiti-6666	220	40	quickly	quickly	ADV
aiti-6666	220	41	rises	rise	VERB
aiti-6666	220	42	above	above	ADP
aiti-6666	220	43	the	the	DET
aiti-6666	220	44	oversupply	oversupply	ADJ
aiti-6666	220	45	threshold	threshold	NOUN
aiti-6666	220	46	.	.	PUNCT
aiti-6666	221	1	when	when	SCONJ
aiti-6666	221	2	states	state	NOUN
aiti-6666	221	3	of	of	ADP
aiti-6666	221	4	oversupply	oversupply	ADJ
aiti-6666	221	5	or	or	CCONJ
aiti-6666	221	6	shortage	shortage	NOUN
aiti-6666	221	7	occur	occur	VERB
aiti-6666	221	8	,	,	PUNCT
aiti-6666	221	9	trucks	truck	NOUN
aiti-6666	221	10	should	should	AUX
aiti-6666	221	11	be	be	AUX
aiti-6666	221	12	dispatched	dispatch	VERB
aiti-6666	221	13	to	to	PART
aiti-6666	221	14	move	move	VERB
aiti-6666	221	15	and	and	CCONJ
aiti-6666	221	16	redistribute	redistribute	VERB
aiti-6666	221	17	the	the	DET
aiti-6666	221	18	bikes	bike	NOUN
aiti-6666	221	19	in	in	ADP
aiti-6666	221	20	order	order	NOUN
aiti-6666	221	21	to	to	PART
aiti-6666	221	22	ensure	ensure	VERB
aiti-6666	221	23	that	that	SCONJ
aiti-6666	221	24	the	the	DET
aiti-6666	221	25	system	system	NOUN
aiti-6666	221	26	returns	return	VERB
aiti-6666	221	27	to	to	ADP
aiti-6666	221	28	a	a	DET
aiti-6666	221	29	healthy	healthy	ADJ
aiti-6666	221	30	state	state	NOUN
aiti-6666	221	31	.	.	PUNCT
aiti-6666	222	1	kde	kde	NOUN
aiti-6666	222	2	-	-	PUNCT
aiti-6666	222	3	based	base	VERB
aiti-6666	222	4	clustering	clustering	NOUN
aiti-6666	222	5	has	have	VERB
aiti-6666	222	6	its	its	PRON
aiti-6666	222	7	constraints	constraint	NOUN
aiti-6666	222	8	to	to	PART
aiti-6666	222	9	establish	establish	VERB
aiti-6666	222	10	dispersal	dispersal	NOUN
aiti-6666	222	11	and	and	CCONJ
aiti-6666	222	12	dispatching	dispatch	VERB
aiti-6666	222	13	strategies	strategy	NOUN
aiti-6666	222	14	.	.	PUNCT
aiti-6666	223	1	as	as	SCONJ
aiti-6666	223	2	analyzed	analyze	VERB
aiti-6666	223	3	above	above	ADV
aiti-6666	223	4	,	,	PUNCT
aiti-6666	223	5	although	although	SCONJ
aiti-6666	223	6	the	the	DET
aiti-6666	223	7	incentive	incentive	NOUN
aiti-6666	223	8	mechanism	mechanism	NOUN
aiti-6666	223	9	can	can	AUX
aiti-6666	223	10	alleviate	alleviate	VERB
aiti-6666	223	11	the	the	DET
aiti-6666	223	12	situation	situation	NOUN
aiti-6666	223	13	of	of	ADP
aiti-6666	223	14	imbalance	imbalance	NOUN
aiti-6666	223	15	between	between	ADP
aiti-6666	223	16	supply	supply	NOUN
aiti-6666	223	17	and	and	CCONJ
aiti-6666	223	18	demand	demand	NOUN
aiti-6666	223	19	,	,	PUNCT
aiti-6666	223	20	the	the	DET
aiti-6666	223	21	oversupply	oversupply	NOUN
aiti-6666	223	22	or	or	CCONJ
aiti-6666	223	23	shortage	shortage	NOUN
aiti-6666	223	24	of	of	ADP
aiti-6666	223	25	bicycles	bicycle	NOUN
aiti-6666	223	26	still	still	ADV
aiti-6666	223	27	can	can	AUX
aiti-6666	223	28	not	not	PART
aiti-6666	223	29	be	be	AUX
aiti-6666	223	30	completely	completely	ADV
aiti-6666	223	31	ruled	rule	VERB
aiti-6666	223	32	out	out	ADP
aiti-6666	223	33	.	.	PUNCT
aiti-6666	224	1	the	the	DET
aiti-6666	224	2	dbscan	dbscan	PROPN
aiti-6666	224	3	clustering	cluster	VERB
aiti-6666	224	4	method	method	NOUN
aiti-6666	224	5	,	,	PUNCT
aiti-6666	224	6	is	be	AUX
aiti-6666	224	7	better	well	ADJ
aiti-6666	224	8	than	than	ADP
aiti-6666	224	9	kde	kde	NOUN
aiti-6666	224	10	-	-	PUNCT
aiti-6666	224	11	based	base	VERB
aiti-6666	224	12	clustering	clustering	NOUN
aiti-6666	224	13	obviously	obviously	ADV
aiti-6666	224	14	in	in	ADP
aiti-6666	224	15	this	this	DET
aiti-6666	224	16	situation	situation	NOUN
aiti-6666	224	17	.	.	PUNCT
aiti-6666	225	1	therefore	therefore	ADV
aiti-6666	225	2	,	,	PUNCT
aiti-6666	225	3	how	how	SCONJ
aiti-6666	225	4	to	to	PART
aiti-6666	225	5	use	use	VERB
aiti-6666	225	6	the	the	DET
aiti-6666	225	7	dbscan	dbscan	ADJ
aiti-6666	225	8	cluster	cluster	NOUN
aiti-6666	225	9	analysis	analysis	NOUN
aiti-6666	225	10	to	to	PART
aiti-6666	225	11	find	find	VERB
aiti-6666	225	12	out	out	ADP
aiti-6666	225	13	the	the	DET
aiti-6666	225	14	oversupply	oversupply	NOUN
aiti-6666	225	15	or	or	CCONJ
aiti-6666	225	16	shortage	shortage	NOUN
aiti-6666	225	17	of	of	ADP
aiti-6666	225	18	distribution	distribution	NOUN
aiti-6666	225	19	of	of	ADP
aiti-6666	225	20	bikes	bike	NOUN
aiti-6666	225	21	in	in	ADP
aiti-6666	225	22	the	the	DET
aiti-6666	225	23	study	study	NOUN
aiti-6666	225	24	area	area	NOUN
aiti-6666	225	25	to	to	PART
aiti-6666	225	26	establish	establish	VERB
aiti-6666	225	27	dispersal	dispersal	NOUN
aiti-6666	225	28	and	and	CCONJ
aiti-6666	225	29	dispatching	dispatch	VERB
aiti-6666	225	30	strategies	strategy	NOUN
aiti-6666	225	31	will	will	AUX
aiti-6666	225	32	be	be	AUX
aiti-6666	225	33	the	the	DET
aiti-6666	225	34	core	core	NOUN
aiti-6666	225	35	issue	issue	NOUN
aiti-6666	225	36	of	of	ADP
aiti-6666	225	37	the	the	DET
aiti-6666	225	38	next	next	ADJ
aiti-6666	225	39	research	research	NOUN
aiti-6666	225	40	.	.	PUNCT
aiti-6666	226	1	acknowledgments	acknowledgment	NOUN
aiti-6666	226	2	this	this	DET
aiti-6666	226	3	work	work	NOUN
aiti-6666	226	4	was	be	AUX
aiti-6666	226	5	supported	support	VERB
aiti-6666	226	6	by	by	ADP
aiti-6666	226	7	project	project	NOUN
aiti-6666	226	8	:	:	PUNCT
aiti-6666	226	9	cluster	cluster	NOUN
aiti-6666	226	10	analysis	analysis	NOUN
aiti-6666	226	11	of	of	ADP
aiti-6666	226	12	unsupervised	unsupervised	ADJ
aiti-6666	226	13	learning	learning	NOUN
aiti-6666	226	14	applied	apply	VERB
aiti-6666	226	15	to	to	ADP
aiti-6666	226	16	dockless	dockless	ADJ
aiti-6666	226	17	shared	share	VERB
aiti-6666	226	18	bicycle	bicycle	NOUN
aiti-6666	226	19	traffic	traffic	NOUN
aiti-6666	226	20	prediction	prediction	NOUN
aiti-6666	226	21	and	and	CCONJ
aiti-6666	226	22	scheduling	scheduling	NOUN
aiti-6666	226	23	,	,	PUNCT
aiti-6666	226	24	most	most	ADJ
aiti-6666	226	25	108	108	NUM
aiti-6666	226	26	-	-	SYM
aiti-6666	226	27	2221	2221	NUM
aiti-6666	226	28	-	-	PUNCT
aiti-6666	226	29	e-035	e-035	NOUN
aiti-6666	226	30	-	-	PUNCT
aiti-6666	226	31	005	005	NUM
aiti-6666	226	32	.	.	PUNCT
aiti-6666	227	1	conflicts	conflict	NOUN
aiti-6666	227	2	of	of	ADP
aiti-6666	227	3	interest	interest	NOUN
aiti-6666	227	4	the	the	DET
aiti-6666	227	5	authors	author	NOUN
aiti-6666	227	6	declare	declare	VERB
aiti-6666	227	7	no	no	DET
aiti-6666	227	8	conflict	conflict	NOUN
aiti-6666	227	9	of	of	ADP
aiti-6666	227	10	interest	interest	NOUN
aiti-6666	227	11	.	.	PUNCT
aiti-6666	228	1	references	reference	NOUN
aiti-6666	228	2	[	[	X
aiti-6666	228	3	1	1	X
aiti-6666	228	4	]	]	PUNCT
aiti-6666	228	5	s.	s.	PROPN
aiti-6666	228	6	k.	k.	PROPN
aiti-6666	228	7	chang	chang	PROPN
aiti-6666	228	8	,	,	PUNCT
aiti-6666	228	9	h.	h.	PROPN
aiti-6666	228	10	w.	w.	PROPN
aiti-6666	228	11	chang	chang	PROPN
aiti-6666	228	12	,	,	PUNCT
aiti-6666	228	13	and	and	CCONJ
aiti-6666	228	14	y.	y.	PROPN
aiti-6666	228	15	w.	w.	PROPN
aiti-6666	228	16	chen	chen	PROPN
aiti-6666	228	17	,	,	PUNCT
aiti-6666	228	18	green	green	PROPN
aiti-6666	228	19	transportation	transportation	NOUN
aiti-6666	228	20	,	,	PUNCT
aiti-6666	228	21	slow	slow	ADJ
aiti-6666	228	22	,	,	PUNCT
aiti-6666	228	23	friendly	friendly	ADJ
aiti-6666	228	24	,	,	PUNCT
aiti-6666	228	25	and	and	CCONJ
aiti-6666	228	26	sustainable	sustainable	ADJ
aiti-6666	228	27	:	:	PUNCT
aiti-6666	228	28	people	people	NOUN
aiti-6666	228	29	-	-	PUNCT
aiti-6666	228	30	oriented	orient	VERB
aiti-6666	228	31	transportation	transportation	NOUN
aiti-6666	228	32	environment	environment	NOUN
aiti-6666	228	33	makes	make	VERB
aiti-6666	228	34	the	the	DET
aiti-6666	228	35	city	city	NOUN
aiti-6666	228	36	smoother	smooth	ADJ
aiti-6666	228	37	and	and	CCONJ
aiti-6666	228	38	life	life	NOUN
aiti-6666	228	39	better	well	ADV
aiti-6666	228	40	,	,	PUNCT
aiti-6666	228	41	taipei	taipei	PROPN
aiti-6666	228	42	:	:	PUNCT
aiti-6666	228	43	neonaturalism	neonaturalism	NOUN
aiti-6666	228	44	,	,	PUNCT
aiti-6666	228	45	2013	2013	NUM
aiti-6666	228	46	.	.	PUNCT
aiti-6666	229	1	(	(	PUNCT
aiti-6666	229	2	in	in	ADP
aiti-6666	229	3	chinese	chinese	PROPN
aiti-6666	229	4	)	)	PUNCT
aiti-6666	230	1	[	[	X
aiti-6666	230	2	2	2	X
aiti-6666	230	3	]	]	PUNCT
aiti-6666	230	4	w.	w.	PROPN
aiti-6666	230	5	zhu	zhu	PROPN
aiti-6666	230	6	,	,	PUNCT
aiti-6666	230	7	j.	j.	PROPN
aiti-6666	230	8	y.	y.	PROPN
aiti-6666	230	9	he	he	PRON
aiti-6666	230	10	,	,	PUNCT
aiti-6666	230	11	and	and	CCONJ
aiti-6666	230	12	d.	d.	PROPN
aiti-6666	230	13	wang	wang	PROPN
aiti-6666	230	14	,	,	PUNCT
aiti-6666	230	15	“	"	PUNCT
aiti-6666	230	16	methods	method	NOUN
aiti-6666	230	17	and	and	CCONJ
aiti-6666	230	18	empirical	empirical	ADJ
aiti-6666	230	19	research	research	NOUN
aiti-6666	230	20	on	on	ADP
aiti-6666	230	21	the	the	DET
aiti-6666	230	22	distribution	distribution	NOUN
aiti-6666	230	23	of	of	ADP
aiti-6666	230	24	public	public	ADJ
aiti-6666	230	25	bicycle	bicycle	NOUN
aiti-6666	230	26	systems	system	NOUN
aiti-6666	230	27	in	in	ADP
aiti-6666	230	28	france	france	PROPN
aiti-6666	230	29	:	:	PUNCT
aiti-6666	230	30	case	case	NOUN
aiti-6666	230	31	study	study	NOUN
aiti-6666	230	32	on	on	ADP
aiti-6666	230	33	paris	paris	PROPN
aiti-6666	230	34	and	and	CCONJ
aiti-6666	230	35	lyon	lyon	PROPN
aiti-6666	230	36	,	,	PUNCT
aiti-6666	230	37	”	"	PUNCT
aiti-6666	230	38	urban	urban	ADJ
aiti-6666	230	39	planning	planning	NOUN
aiti-6666	230	40	international	international	ADJ
aiti-6666	230	41	,	,	PUNCT
aiti-6666	230	42	vol	vol	NOUN
aiti-6666	230	43	.	.	PROPN
aiti-6666	230	44	30	30	NUM
aiti-6666	230	45	,	,	PUNCT
aiti-6666	230	46	no	no	NOUN
aiti-6666	230	47	.	.	PUNCT
aiti-6666	231	1	s1	s1	NOUN
aiti-6666	231	2	,	,	PUNCT
aiti-6666	231	3	pp	pp	ADJ
aiti-6666	231	4	.	.	PUNCT
aiti-6666	232	1	64	64	NUM
aiti-6666	232	2	-	-	SYM
aiti-6666	232	3	70	70	NUM
aiti-6666	232	4	,	,	PUNCT
aiti-6666	232	5	2015	2015	NUM
aiti-6666	232	6	.	.	PUNCT
aiti-6666	233	1	[	[	X
aiti-6666	233	2	3	3	X
aiti-6666	233	3	]	]	X
aiti-6666	233	4	y.	y.	PROPN
aiti-6666	233	5	li	li	PROPN
aiti-6666	233	6	,	,	PUNCT
aiti-6666	233	7	y.	y.	PROPN
aiti-6666	233	8	zheng	zheng	PROPN
aiti-6666	233	9	,	,	PUNCT
aiti-6666	233	10	h.	h.	PROPN
aiti-6666	233	11	zhang	zhang	PROPN
aiti-6666	233	12	,	,	PUNCT
aiti-6666	233	13	and	and	CCONJ
aiti-6666	233	14	l.	l.	PROPN
aiti-6666	233	15	chen	chen	PROPN
aiti-6666	233	16	,	,	PUNCT
aiti-6666	233	17	“	"	PUNCT
aiti-6666	233	18	traffic	traffic	NOUN
aiti-6666	233	19	prediction	prediction	NOUN
aiti-6666	233	20	in	in	ADP
aiti-6666	233	21	a	a	DET
aiti-6666	233	22	bike	bike	NOUN
aiti-6666	233	23	-	-	PUNCT
aiti-6666	233	24	sharing	share	VERB
aiti-6666	233	25	system	system	NOUN
aiti-6666	233	26	,	,	PUNCT
aiti-6666	233	27	”	"	PUNCT
aiti-6666	233	28	proceedings	proceeding	NOUN
aiti-6666	233	29	of	of	ADP
aiti-6666	233	30	the	the	DET
aiti-6666	233	31	23rd	23rd	ADJ
aiti-6666	233	32	sigspatial	sigspatial	NOUN
aiti-6666	233	33	international	international	ADJ
aiti-6666	233	34	conference	conference	NOUN
aiti-6666	233	35	on	on	ADP
aiti-6666	233	36	advances	advance	NOUN
aiti-6666	233	37	in	in	ADP
aiti-6666	233	38	geographic	geographic	ADJ
aiti-6666	233	39	information	information	NOUN
aiti-6666	233	40	systems	system	NOUN
aiti-6666	233	41	,	,	PUNCT
aiti-6666	233	42	no	no	INTJ
aiti-6666	233	43	.	.	PROPN
aiti-6666	233	44	33	33	NUM
aiti-6666	233	45	,	,	PUNCT
aiti-6666	233	46	november	november	PROPN
aiti-6666	233	47	2015	2015	NUM
aiti-6666	233	48	,	,	PUNCT
aiti-6666	233	49	pp	pp	ADJ
aiti-6666	233	50	.	.	PUNCT
aiti-6666	234	1	1	1	NUM
aiti-6666	234	2	-	-	SYM
aiti-6666	234	3	10	10	NUM
aiti-6666	234	4	.	.	PUNCT
aiti-6666	235	1	[	[	X
aiti-6666	235	2	4	4	X
aiti-6666	235	3	]	]	PUNCT
aiti-6666	235	4	j.	j.	PROPN
aiti-6666	235	5	speck	speck	PROPN
aiti-6666	235	6	,	,	PUNCT
aiti-6666	235	7	walkable	walkable	ADJ
aiti-6666	235	8	city	city	NOUN
aiti-6666	235	9	:	:	PUNCT
aiti-6666	235	10	how	how	SCONJ
aiti-6666	235	11	downtown	downtown	NOUN
aiti-6666	235	12	can	can	AUX
aiti-6666	235	13	save	save	VERB
aiti-6666	235	14	america	america	PROPN
aiti-6666	235	15	,	,	PUNCT
aiti-6666	235	16	one	one	NUM
aiti-6666	235	17	step	step	NOUN
aiti-6666	235	18	at	at	ADP
aiti-6666	235	19	a	a	DET
aiti-6666	235	20	time	time	NOUN
aiti-6666	235	21	,	,	PUNCT
aiti-6666	235	22	new	new	PROPN
aiti-6666	235	23	york	york	PROPN
aiti-6666	235	24	:	:	PUNCT
aiti-6666	235	25	north	north	NOUN
aiti-6666	235	26	point	point	NOUN
aiti-6666	235	27	,	,	PUNCT
aiti-6666	235	28	november	november	PROPN
aiti-6666	235	29	2012	2012	NUM
aiti-6666	235	30	.	.	PUNCT
aiti-6666	236	1	[	[	X
aiti-6666	236	2	5	5	NUM
aiti-6666	236	3	]	]	X
aiti-6666	236	4	n.	n.	PROPN
aiti-6666	236	5	wang	wang	PROPN
aiti-6666	236	6	and	and	CCONJ
aiti-6666	236	7	y.	y.	PROPN
aiti-6666	236	8	c.	c.	PROPN
aiti-6666	236	9	du	du	PROPN
aiti-6666	236	10	,	,	PUNCT
aiti-6666	236	11	“	"	PUNCT
aiti-6666	236	12	resident	resident	ADJ
aiti-6666	236	13	walking	walking	NOUN
aiti-6666	236	14	distance	distance	NOUN
aiti-6666	236	15	threshold	threshold	NOUN
aiti-6666	236	16	of	of	ADP
aiti-6666	236	17	community	community	NOUN
aiti-6666	236	18	,	,	PUNCT
aiti-6666	236	19	”	"	PUNCT
aiti-6666	236	20	transport	transport	NOUN
aiti-6666	236	21	research	research	NOUN
aiti-6666	236	22	,	,	PUNCT
aiti-6666	236	23	vol	vol	NOUN
aiti-6666	236	24	.	.	PROPN
aiti-6666	236	25	1	1	NUM
aiti-6666	236	26	,	,	PUNCT
aiti-6666	236	27	no	no	INTJ
aiti-6666	236	28	.	.	NOUN
aiti-6666	236	29	2	2	NUM
aiti-6666	236	30	,	,	PUNCT
aiti-6666	236	31	pp	pp	ADJ
aiti-6666	236	32	.	.	PUNCT
aiti-6666	237	1	20	20	NUM
aiti-6666	237	2	-	-	SYM
aiti-6666	237	3	24	24	NUM
aiti-6666	237	4	,	,	PUNCT
aiti-6666	237	5	june	june	PROPN
aiti-6666	237	6	2015	2015	NUM
aiti-6666	237	7	.	.	PUNCT
aiti-6666	238	1	(	(	PUNCT
aiti-6666	238	2	in	in	ADP
aiti-6666	238	3	chinese	chinese	PROPN
aiti-6666	238	4	)	)	PUNCT
aiti-6666	239	1	[	[	X
aiti-6666	239	2	6	6	NUM
aiti-6666	239	3	]	]	PUNCT
aiti-6666	239	4	m.	m.	NOUN
aiti-6666	239	5	negnevitsky	negnevitsky	PROPN
aiti-6666	239	6	,	,	PUNCT
aiti-6666	239	7	artificial	artificial	ADJ
aiti-6666	239	8	intelligence	intelligence	NOUN
aiti-6666	239	9	:	:	PUNCT
aiti-6666	239	10	a	a	DET
aiti-6666	239	11	guide	guide	NOUN
aiti-6666	239	12	to	to	ADP
aiti-6666	239	13	intelligent	intelligent	ADJ
aiti-6666	239	14	systems	system	NOUN
aiti-6666	239	15	,	,	PUNCT
aiti-6666	239	16	london	london	PROPN
aiti-6666	239	17	:	:	PUNCT
aiti-6666	239	18	pearson	pearson	PROPN
aiti-6666	239	19	education	education	PROPN
aiti-6666	239	20	limited	limit	VERB
aiti-6666	239	21	,	,	PUNCT
aiti-6666	239	22	2011	2011	NUM
aiti-6666	239	23	.	.	PUNCT
aiti-6666	240	1	[	[	X
aiti-6666	240	2	7	7	X
aiti-6666	240	3	]	]	X
aiti-6666	240	4	j.	j.	PROPN
aiti-6666	240	5	c.	c.	PROPN
aiti-6666	240	6	príncipe	príncipe	PROPN
aiti-6666	240	7	,	,	PUNCT
aiti-6666	240	8	n.	n.	PROPN
aiti-6666	240	9	r.	r.	PROPN
aiti-6666	240	10	euliano	euliano	PROPN
aiti-6666	240	11	,	,	PUNCT
aiti-6666	240	12	and	and	CCONJ
aiti-6666	240	13	w.	w.	PROPN
aiti-6666	240	14	c.	c.	PROPN
aiti-6666	240	15	lefebvre	lefebvre	PROPN
aiti-6666	240	16	,	,	PUNCT
aiti-6666	240	17	neural	neural	ADJ
aiti-6666	240	18	and	and	CCONJ
aiti-6666	240	19	adaptive	adaptive	ADJ
aiti-6666	240	20	systems	system	NOUN
aiti-6666	240	21	:	:	PUNCT
aiti-6666	240	22	fundamentals	fundamental	NOUN
aiti-6666	240	23	through	through	ADP
aiti-6666	240	24	simulations	simulation	NOUN
aiti-6666	240	25	,	,	PUNCT
aiti-6666	240	26	new	new	PROPN
aiti-6666	240	27	york	york	PROPN
aiti-6666	240	28	:	:	PUNCT
aiti-6666	240	29	wiley	wiley	PROPN
aiti-6666	240	30	,	,	PUNCT
aiti-6666	240	31	2000	2000	NUM
aiti-6666	240	32	.	.	PUNCT
aiti-6666	241	1	[	[	X
aiti-6666	241	2	8	8	NUM
aiti-6666	241	3	]	]	PUNCT
aiti-6666	241	4	m.	m.	NOUN
aiti-6666	241	5	c.	c.	PROPN
aiti-6666	241	6	su	su	PROPN
aiti-6666	241	7	and	and	CCONJ
aiti-6666	241	8	x.	x.	PROPN
aiti-6666	241	9	d.	d.	PROPN
aiti-6666	241	10	zhang	zhang	PROPN
aiti-6666	241	11	,	,	PUNCT
aiti-6666	241	12	machine	machine	NOUN
aiti-6666	241	13	learning	learning	NOUN
aiti-6666	241	14	:	:	PUNCT
aiti-6666	241	15	neural	neural	ADJ
aiti-6666	241	16	networks	network	NOUN
aiti-6666	241	17	,	,	PUNCT
aiti-6666	241	18	fuzzy	fuzzy	ADJ
aiti-6666	241	19	systems	system	NOUN
aiti-6666	241	20	,	,	PUNCT
aiti-6666	241	21	and	and	CCONJ
aiti-6666	241	22	gene	gene	NOUN
aiti-6666	241	23	algorithms	algorithm	NOUN
aiti-6666	241	24	,	,	PUNCT
aiti-6666	241	25	2nd	2nd	ADJ
aiti-6666	241	26	ed	ed	NOUN
aiti-6666	241	27	.	.	PUNCT
aiti-6666	242	1	taipei	taipei	PROPN
aiti-6666	242	2	:	:	PUNCT
aiti-6666	242	3	chuan	chuan	PROPN
aiti-6666	242	4	hwa	hwa	PROPN
aiti-6666	242	5	,	,	PUNCT
aiti-6666	242	6	2004	2004	NUM
aiti-6666	242	7	.	.	PUNCT
aiti-6666	243	1	(	(	PUNCT
aiti-6666	243	2	in	in	ADP
aiti-6666	243	3	chinese	chinese	PROPN
aiti-6666	243	4	)	)	PUNCT
aiti-6666	244	1	[	[	X
aiti-6666	244	2	9	9	NUM
aiti-6666	244	3	]	]	PUNCT
aiti-6666	244	4	a.	a.	PROPN
aiti-6666	244	5	d.	d.	PROPN
aiti-6666	244	6	kulkarni	kulkarni	PROPN
aiti-6666	244	7	,	,	PUNCT
aiti-6666	244	8	computer	computer	NOUN
aiti-6666	244	9	vision	vision	NOUN
aiti-6666	244	10	and	and	CCONJ
aiti-6666	244	11	fuzzy	fuzzy	ADJ
aiti-6666	244	12	-	-	PUNCT
aiti-6666	244	13	neural	neural	ADJ
aiti-6666	244	14	system	system	NOUN
aiti-6666	244	15	,	,	PUNCT
aiti-6666	244	16	new	new	PROPN
aiti-6666	244	17	jersey	jersey	PROPN
aiti-6666	244	18	:	:	PUNCT
aiti-6666	244	19	prentice	prentice	PROPN
aiti-6666	244	20	hall	hall	PROPN
aiti-6666	244	21	ptr	ptr	PROPN
aiti-6666	244	22	,	,	PUNCT
aiti-6666	244	23	2001	2001	NUM
aiti-6666	244	24	.	.	PUNCT
aiti-6666	245	1	155	155	NUM
aiti-6666	245	2	advances	advance	NOUN
aiti-6666	245	3	in	in	ADP
aiti-6666	245	4	technology	technology	NOUN
aiti-6666	245	5	innovation	innovation	NOUN
aiti-6666	245	6	,	,	PUNCT
aiti-6666	245	7	vol	vol	NOUN
aiti-6666	245	8	.	.	PROPN
aiti-6666	245	9	6	6	NUM
aiti-6666	245	10	,	,	PUNCT
aiti-6666	245	11	no	no	INTJ
aiti-6666	245	12	.	.	NOUN
aiti-6666	245	13	3	3	NUM
aiti-6666	245	14	,	,	PUNCT
aiti-6666	245	15	2021	2021	NUM
aiti-6666	245	16	,	,	PUNCT
aiti-6666	245	17	pp	pp	ADJ
aiti-6666	245	18	.	.	PUNCT
aiti-6666	246	1	146	146	NUM
aiti-6666	246	2	-	-	SYM
aiti-6666	246	3	156	156	NUM
aiti-6666	246	4	[	[	X
aiti-6666	246	5	10	10	NUM
aiti-6666	246	6	]	]	X
aiti-6666	246	7	c.	c.	PROPN
aiti-6666	246	8	c.	c.	PROPN
aiti-6666	246	9	aggarwal	aggarwal	PROPN
aiti-6666	246	10	and	and	CCONJ
aiti-6666	246	11	c.	c.	PROPN
aiti-6666	246	12	k.	k.	PROPN
aiti-6666	246	13	reddy	reddy	PROPN
aiti-6666	246	14	,	,	PUNCT
aiti-6666	246	15	data	datum	NOUN
aiti-6666	246	16	clustering	clustering	NOUN
aiti-6666	246	17	:	:	PUNCT
aiti-6666	246	18	algorithms	algorithm	NOUN
aiti-6666	246	19	and	and	CCONJ
aiti-6666	246	20	applications	application	NOUN
aiti-6666	246	21	,	,	PUNCT
aiti-6666	246	22	london	london	PROPN
aiti-6666	246	23	:	:	PUNCT
aiti-6666	246	24	chapman	chapman	NOUN
aiti-6666	246	25	and	and	CCONJ
aiti-6666	246	26	hall	hall	PROPN
aiti-6666	246	27	/	/	SYM
aiti-6666	246	28	crc	crc	PROPN
aiti-6666	246	29	,	,	PUNCT
aiti-6666	246	30	2013	2013	NUM
aiti-6666	246	31	.	.	PUNCT
aiti-6666	247	1	[	[	X
aiti-6666	247	2	11	11	NUM
aiti-6666	247	3	]	]	X
aiti-6666	247	4	g.	g.	PROPN
aiti-6666	247	5	gan	gan	PROPN
aiti-6666	247	6	,	,	PUNCT
aiti-6666	247	7	c.	c.	PROPN
aiti-6666	247	8	ma	ma	PROPN
aiti-6666	247	9	,	,	PUNCT
aiti-6666	247	10	and	and	CCONJ
aiti-6666	247	11	j.	j.	PROPN
aiti-6666	247	12	wu	wu	PROPN
aiti-6666	247	13	,	,	PUNCT
aiti-6666	247	14	data	datum	NOUN
aiti-6666	247	15	clustering	clustering	NOUN
aiti-6666	247	16	:	:	PUNCT
aiti-6666	247	17	theory	theory	NOUN
aiti-6666	247	18	,	,	PUNCT
aiti-6666	247	19	algorithms	algorithm	NOUN
aiti-6666	247	20	,	,	PUNCT
aiti-6666	247	21	and	and	CCONJ
aiti-6666	247	22	applications	application	NOUN
aiti-6666	247	23	,	,	PUNCT
aiti-6666	247	24	usa	usa	PROPN
aiti-6666	247	25	:	:	PUNCT
aiti-6666	247	26	society	society	NOUN
aiti-6666	247	27	for	for	ADP
aiti-6666	247	28	industrial	industrial	ADJ
aiti-6666	247	29	and	and	CCONJ
aiti-6666	247	30	applied	applied	ADJ
aiti-6666	247	31	mathematics	mathematic	NOUN
aiti-6666	247	32	,	,	PUNCT
aiti-6666	247	33	2007	2007	NUM
aiti-6666	247	34	.	.	PUNCT
aiti-6666	248	1	[	[	X
aiti-6666	248	2	12	12	NUM
aiti-6666	248	3	]	]	PUNCT
aiti-6666	248	4	j.	j.	PROPN
aiti-6666	248	5	han	han	PROPN
aiti-6666	248	6	,	,	PUNCT
aiti-6666	248	7	m.	m.	NOUN
aiti-6666	248	8	kamber	kamber	PROPN
aiti-6666	248	9	,	,	PUNCT
aiti-6666	248	10	and	and	CCONJ
aiti-6666	248	11	j.	j.	PROPN
aiti-6666	248	12	pei	pei	PROPN
aiti-6666	248	13	,	,	PUNCT
aiti-6666	248	14	data	data	NOUN
aiti-6666	248	15	mining	mining	NOUN
aiti-6666	248	16	:	:	PUNCT
aiti-6666	248	17	concepts	concept	NOUN
aiti-6666	248	18	and	and	CCONJ
aiti-6666	248	19	techniques	technique	NOUN
aiti-6666	248	20	,	,	PUNCT
aiti-6666	248	21	3rd	3rd	ADJ
aiti-6666	248	22	ed	ed	NOUN
aiti-6666	248	23	.	.	PUNCT
aiti-6666	248	24	massachusetts	massachusetts	PROPN
aiti-6666	248	25	:	:	PUNCT
aiti-6666	248	26	morgan	morgan	PROPN
aiti-6666	248	27	kaufmann	kaufmann	PROPN
aiti-6666	248	28	,	,	PUNCT
aiti-6666	248	29	2012	2012	NUM
aiti-6666	248	30	.	.	PUNCT
aiti-6666	249	1	[	[	X
aiti-6666	249	2	13	13	NUM
aiti-6666	249	3	]	]	PUNCT
aiti-6666	249	4	s.	s.	PROPN
aiti-6666	249	5	k.	k.	PROPN
aiti-6666	249	6	popat	popat	PROPN
aiti-6666	249	7	and	and	CCONJ
aiti-6666	249	8	m.	m.	PROPN
aiti-6666	249	9	emmanuel	emmanuel	PROPN
aiti-6666	249	10	,	,	PUNCT
aiti-6666	249	11	“	"	PUNCT
aiti-6666	249	12	review	review	NOUN
aiti-6666	249	13	and	and	CCONJ
aiti-6666	249	14	comparative	comparative	ADJ
aiti-6666	249	15	study	study	NOUN
aiti-6666	249	16	of	of	ADP
aiti-6666	249	17	clustering	clustering	ADJ
aiti-6666	249	18	techniques	technique	NOUN
aiti-6666	249	19	,	,	PUNCT
aiti-6666	249	20	”	"	PUNCT
aiti-6666	249	21	international	international	ADJ
aiti-6666	249	22	journal	journal	NOUN
aiti-6666	249	23	of	of	ADP
aiti-6666	249	24	computer	computer	NOUN
aiti-6666	249	25	science	science	NOUN
aiti-6666	249	26	and	and	CCONJ
aiti-6666	249	27	information	information	NOUN
aiti-6666	249	28	technologies	technology	NOUN
aiti-6666	249	29	,	,	PUNCT
aiti-6666	249	30	vol	vol	NOUN
aiti-6666	249	31	.	.	PROPN
aiti-6666	249	32	5	5	NUM
aiti-6666	249	33	,	,	PUNCT
aiti-6666	249	34	no	no	INTJ
aiti-6666	249	35	.	.	NOUN
aiti-6666	249	36	1	1	NUM
aiti-6666	249	37	,	,	PUNCT
aiti-6666	249	38	pp	pp	ADJ
aiti-6666	249	39	.	.	PUNCT
aiti-6666	250	1	805	805	NUM
aiti-6666	250	2	-	-	SYM
aiti-6666	250	3	812	812	NUM
aiti-6666	250	4	,	,	PUNCT
aiti-6666	250	5	2014	2014	NUM
aiti-6666	250	6	.	.	PUNCT
aiti-6666	251	1	[	[	X
aiti-6666	251	2	14	14	NUM
aiti-6666	251	3	]	]	PUNCT
aiti-6666	251	4	a.	a.	NOUN
aiti-6666	251	5	saxena	saxena	PROPN
aiti-6666	251	6	,	,	PUNCT
aiti-6666	251	7	m.	m.	NOUN
aiti-6666	251	8	prasad	prasad	PROPN
aiti-6666	251	9	,	,	PUNCT
aiti-6666	251	10	a.	a.	PROPN
aiti-6666	251	11	gupta	gupta	PROPN
aiti-6666	251	12	,	,	PUNCT
aiti-6666	251	13	n.	n.	NOUN
aiti-6666	251	14	bharill	bharill	NOUN
aiti-6666	251	15	,	,	PUNCT
aiti-6666	251	16	o.	o.	PROPN
aiti-6666	251	17	p.	p.	PROPN
aiti-6666	251	18	patel	patel	PROPN
aiti-6666	251	19	,	,	PUNCT
aiti-6666	251	20	a.	a.	PROPN
aiti-6666	251	21	tiwari	tiwari	PROPN
aiti-6666	251	22	,	,	PUNCT
aiti-6666	251	23	et	et	PROPN
aiti-6666	251	24	al	al	PROPN
aiti-6666	251	25	.	.	PROPN
aiti-6666	251	26	,	,	PUNCT
aiti-6666	251	27	“	"	PUNCT
aiti-6666	251	28	a	a	DET
aiti-6666	251	29	review	review	NOUN
aiti-6666	251	30	of	of	ADP
aiti-6666	251	31	clustering	cluster	VERB
aiti-6666	251	32	techniques	technique	NOUN
aiti-6666	251	33	and	and	CCONJ
aiti-6666	251	34	developments	development	NOUN
aiti-6666	251	35	,	,	PUNCT
aiti-6666	251	36	”	"	PUNCT
aiti-6666	251	37	neurocomputing	neurocomputing	NOUN
aiti-6666	251	38	,	,	PUNCT
aiti-6666	251	39	vol	vol	NOUN
aiti-6666	251	40	.	.	PUNCT
aiti-6666	251	41	267	267	NUM
aiti-6666	251	42	,	,	PUNCT
aiti-6666	251	43	pp	pp	ADJ
aiti-6666	251	44	.	.	PUNCT
aiti-6666	252	1	664	664	NUM
aiti-6666	252	2	-	-	SYM
aiti-6666	252	3	681	681	NUM
aiti-6666	252	4	,	,	PUNCT
aiti-6666	252	5	december	december	PROPN
aiti-6666	252	6	2017	2017	NUM
aiti-6666	252	7	.	.	PUNCT
aiti-6666	253	1	[	[	X
aiti-6666	253	2	15	15	NUM
aiti-6666	253	3	]	]	X
aiti-6666	253	4	p.	p.	PROPN
aiti-6666	253	5	n.	n.	PROPN
aiti-6666	253	6	tan	tan	PROPN
aiti-6666	253	7	,	,	PUNCT
aiti-6666	253	8	m.	m.	NOUN
aiti-6666	253	9	steinbach	steinbach	PROPN
aiti-6666	253	10	,	,	PUNCT
aiti-6666	253	11	and	and	CCONJ
aiti-6666	253	12	v.	v.	ADP
aiti-6666	253	13	kumar	kumar	PROPN
aiti-6666	253	14	,	,	PUNCT
aiti-6666	253	15	introduction	introduction	NOUN
aiti-6666	253	16	to	to	ADP
aiti-6666	253	17	data	data	NOUN
aiti-6666	253	18	mining	mining	NOUN
aiti-6666	253	19	,	,	PUNCT
aiti-6666	253	20	1st	1st	PROPN
aiti-6666	253	21	ed	ed	NOUN
aiti-6666	253	22	.	.	PUNCT
aiti-6666	254	1	london	london	PROPN
aiti-6666	254	2	:	:	PUNCT
aiti-6666	254	3	pearson	pearson	PROPN
aiti-6666	254	4	,	,	PUNCT
aiti-6666	254	5	pp	pp	PROPN
aiti-6666	254	6	.	.	PUNCT
aiti-6666	255	1	491	491	NUM
aiti-6666	255	2	-	-	SYM
aiti-6666	255	3	493	493	NUM
aiti-6666	255	4	,	,	PUNCT
aiti-6666	255	5	2005	2005	NUM
aiti-6666	255	6	.	.	PUNCT
aiti-6666	256	1	[	[	X
aiti-6666	256	2	16	16	NUM
aiti-6666	256	3	]	]	X
aiti-6666	256	4	s.	s.	PROPN
aiti-6666	256	5	theodoridis	theodoridis	PROPN
aiti-6666	256	6	and	and	CCONJ
aiti-6666	256	7	k.	k.	PROPN
aiti-6666	256	8	koutroumbas	koutroumbas	PROPN
aiti-6666	256	9	,	,	PUNCT
aiti-6666	256	10	pattern	pattern	NOUN
aiti-6666	256	11	recognition	recognition	NOUN
aiti-6666	256	12	,	,	PUNCT
aiti-6666	256	13	4th	4th	ADJ
aiti-6666	256	14	ed	ed	NOUN
aiti-6666	256	15	.	.	PUNCT
aiti-6666	257	1	usa	usa	PROPN
aiti-6666	257	2	:	:	PUNCT
aiti-6666	257	3	elsevier	elsevier	NOUN
aiti-6666	257	4	,	,	PUNCT
aiti-6666	257	5	december	december	PROPN
aiti-6666	257	6	2009	2009	NUM
aiti-6666	257	7	.	.	PUNCT
aiti-6666	258	1	[	[	X
aiti-6666	258	2	17	17	NUM
aiti-6666	258	3	]	]	X
aiti-6666	258	4	h.	h.	PROPN
aiti-6666	258	5	shah	shah	PROPN
aiti-6666	258	6	,	,	PUNCT
aiti-6666	258	7	k.	k.	PROPN
aiti-6666	258	8	napanda	napanda	PROPN
aiti-6666	258	9	,	,	PUNCT
aiti-6666	258	10	and	and	CCONJ
aiti-6666	258	11	l.	l.	PROPN
aiti-6666	258	12	d’mello	d’mello	PROPN
aiti-6666	258	13	,	,	PUNCT
aiti-6666	258	14	“	"	PUNCT
aiti-6666	258	15	density	density	NOUN
aiti-6666	258	16	-	-	PUNCT
aiti-6666	258	17	based	base	VERB
aiti-6666	258	18	clustering	clustering	ADJ
aiti-6666	258	19	algorithms	algorithm	NOUN
aiti-6666	258	20	,	,	PUNCT
aiti-6666	258	21	”	"	PUNCT
aiti-6666	258	22	international	international	ADJ
aiti-6666	258	23	journal	journal	NOUN
aiti-6666	258	24	of	of	ADP
aiti-6666	258	25	computer	computer	NOUN
aiti-6666	258	26	sciences	science	NOUN
aiti-6666	258	27	and	and	CCONJ
aiti-6666	258	28	engineering	engineering	NOUN
aiti-6666	258	29	,	,	PUNCT
aiti-6666	258	30	vol	vol	NOUN
aiti-6666	258	31	.	.	PROPN
aiti-6666	259	1	3	3	NUM
aiti-6666	259	2	,	,	PUNCT
aiti-6666	259	3	pp	pp	ADJ
aiti-6666	259	4	.	.	PUNCT
aiti-6666	260	1	54	54	NUM
aiti-6666	260	2	-	-	SYM
aiti-6666	260	3	57	57	NUM
aiti-6666	260	4	,	,	PUNCT
aiti-6666	260	5	2015	2015	NUM
aiti-6666	260	6	.	.	PUNCT
aiti-6666	261	1	[	[	X
aiti-6666	261	2	18	18	NUM
aiti-6666	261	3	]	]	PUNCT
aiti-6666	261	4	z.	z.	PROPN
aiti-6666	261	5	xie	xie	PROPN
aiti-6666	261	6	and	and	CCONJ
aiti-6666	261	7	j.	j.	PROPN
aiti-6666	261	8	yan	yan	PROPN
aiti-6666	261	9	,	,	PUNCT
aiti-6666	261	10	“	"	PUNCT
aiti-6666	261	11	detecting	detect	VERB
aiti-6666	261	12	traffic	traffic	NOUN
aiti-6666	261	13	accident	accident	NOUN
aiti-6666	261	14	clusters	cluster	NOUN
aiti-6666	261	15	with	with	ADP
aiti-6666	261	16	network	network	NOUN
aiti-6666	261	17	kernel	kernel	PROPN
aiti-6666	261	18	density	density	PROPN
aiti-6666	261	19	estimation	estimation	PROPN
aiti-6666	261	20	and	and	CCONJ
aiti-6666	261	21	local	local	ADJ
aiti-6666	261	22	spatial	spatial	ADJ
aiti-6666	261	23	statistics	statistic	NOUN
aiti-6666	261	24	:	:	PUNCT
aiti-6666	261	25	an	an	DET
aiti-6666	261	26	integrated	integrated	ADJ
aiti-6666	261	27	approach	approach	NOUN
aiti-6666	261	28	,	,	PUNCT
aiti-6666	261	29	”	"	PUNCT
aiti-6666	261	30	journal	journal	NOUN
aiti-6666	261	31	of	of	ADP
aiti-6666	261	32	transport	transport	NOUN
aiti-6666	261	33	geography	geography	NOUN
aiti-6666	261	34	,	,	PUNCT
aiti-6666	261	35	vol	vol	NOUN
aiti-6666	261	36	.	.	PROPN
aiti-6666	261	37	31	31	NUM
aiti-6666	261	38	,	,	PUNCT
aiti-6666	261	39	pp	pp	ADJ
aiti-6666	261	40	.	.	PUNCT
aiti-6666	262	1	64	64	NUM
aiti-6666	262	2	-	-	SYM
aiti-6666	262	3	71	71	NUM
aiti-6666	262	4	,	,	PUNCT
aiti-6666	262	5	july	july	PROPN
aiti-6666	262	6	2013	2013	NUM
aiti-6666	262	7	.	.	PUNCT
aiti-6666	263	1	[	[	X
aiti-6666	263	2	19	19	NUM
aiti-6666	263	3	]	]	PUNCT
aiti-6666	263	4	t.	t.	PROPN
aiti-6666	263	5	k.	k.	PROPN
aiti-6666	263	6	anderson	anderson	PROPN
aiti-6666	263	7	,	,	PUNCT
aiti-6666	263	8	“	"	PUNCT
aiti-6666	263	9	kernel	kernel	NOUN
aiti-6666	263	10	density	density	NOUN
aiti-6666	263	11	estimation	estimation	NOUN
aiti-6666	263	12	and	and	CCONJ
aiti-6666	263	13	k	k	NOUN
aiti-6666	263	14	-	-	PUNCT
aiti-6666	263	15	means	means	NOUN
aiti-6666	263	16	clustering	cluster	VERB
aiti-6666	263	17	to	to	PART
aiti-6666	263	18	profile	profile	VERB
aiti-6666	263	19	road	road	NOUN
aiti-6666	263	20	accident	accident	NOUN
aiti-6666	263	21	hotspots	hotspot	NOUN
aiti-6666	263	22	,	,	PUNCT
aiti-6666	263	23	”	"	PUNCT
aiti-6666	263	24	accident	accident	NOUN
aiti-6666	263	25	analysis	analysis	NOUN
aiti-6666	263	26	&	&	CCONJ
aiti-6666	263	27	prevention	prevention	NOUN
aiti-6666	263	28	,	,	PUNCT
aiti-6666	263	29	vol	vol	NOUN
aiti-6666	263	30	.	.	PROPN
aiti-6666	263	31	41	41	NUM
aiti-6666	263	32	,	,	PUNCT
aiti-6666	263	33	no	no	INTJ
aiti-6666	263	34	.	.	NOUN
aiti-6666	263	35	3	3	NUM
aiti-6666	263	36	,	,	PUNCT
aiti-6666	263	37	pp	pp	ADJ
aiti-6666	263	38	.	.	PUNCT
aiti-6666	264	1	359	359	NUM
aiti-6666	264	2	-	-	SYM
aiti-6666	264	3	364	364	NUM
aiti-6666	264	4	,	,	PUNCT
aiti-6666	264	5	may	may	PROPN
aiti-6666	264	6	2009	2009	NUM
aiti-6666	264	7	.	.	PUNCT
aiti-6666	265	1	[	[	X
aiti-6666	265	2	20	20	NUM
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aiti-6666	265	4	w.	w.	PROPN
aiti-6666	265	5	yu	yu	PROPN
aiti-6666	265	6	and	and	CCONJ
aiti-6666	265	7	t.	t.	PROPN
aiti-6666	265	8	ai	ai	PROPN
aiti-6666	265	9	,	,	PUNCT
aiti-6666	265	10	“	"	PUNCT
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aiti-6666	265	14	analysis	analysis	NOUN
aiti-6666	265	15	of	of	ADP
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aiti-6666	265	17	facility	facility	NOUN
aiti-6666	265	18	pois	pois	PROPN
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aiti-6666	265	20	network	network	NOUN
aiti-6666	265	21	kernel	kernel	PROPN
aiti-6666	265	22	density	density	PROPN
aiti-6666	265	23	estimation	estimation	NOUN
aiti-6666	265	24	constrained	constrain	VERB
aiti-6666	265	25	by	by	ADP
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aiti-6666	265	27	-	-	NOUN
aiti-6666	265	28	factors	factor	NOUN
aiti-6666	265	29	,	,	PUNCT
aiti-6666	265	30	”	"	PUNCT
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aiti-6666	265	34	geodésicas	geodésicas	NOUN
aiti-6666	265	35	,	,	PUNCT
aiti-6666	265	36	vol	vol	NOUN
aiti-6666	265	37	.	.	PROPN
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aiti-6666	265	39	,	,	PUNCT
aiti-6666	265	40	no	no	INTJ
aiti-6666	265	41	.	.	NOUN
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aiti-6666	265	43	,	,	PUNCT
aiti-6666	265	44	pp	pp	ADJ
aiti-6666	265	45	.	.	PUNCT
aiti-6666	266	1	902	902	NUM
aiti-6666	266	2	-	-	SYM
aiti-6666	266	3	926	926	NUM
aiti-6666	266	4	,	,	PUNCT
aiti-6666	266	5	october	october	PROPN
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aiti-6666	266	7	.	.	PUNCT
aiti-6666	267	1	[	[	X
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aiti-6666	267	7	,	,	PUNCT
aiti-6666	267	8	“	"	PUNCT
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aiti-6666	267	11	density	density	NOUN
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aiti-6666	267	13	,	,	PUNCT
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aiti-6666	267	19	,	,	PUNCT
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aiti-6666	267	25	,	,	PUNCT
aiti-6666	267	26	vol	vol	NOUN
aiti-6666	267	27	.	.	PROPN
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aiti-6666	267	29	,	,	PUNCT
aiti-6666	267	30	no	no	INTJ
aiti-6666	267	31	.	.	NOUN
aiti-6666	267	32	3	3	NUM
aiti-6666	267	33	,	,	PUNCT
aiti-6666	267	34	pp	pp	ADJ
aiti-6666	267	35	.	.	PUNCT
aiti-6666	268	1	361	361	NUM
aiti-6666	268	2	-	-	SYM
aiti-6666	268	3	371	371	NUM
aiti-6666	268	4	,	,	PUNCT
aiti-6666	268	5	1990	1990	NUM
aiti-6666	268	6	.	.	PUNCT
aiti-6666	269	1	[	[	X
aiti-6666	269	2	22	22	NUM
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aiti-6666	269	4	t.	t.	PROPN
aiti-6666	269	5	c.	c.	PROPN
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aiti-6666	269	9	c.	c.	PROPN
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aiti-6666	269	11	,	,	PUNCT
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aiti-6666	269	13	spatial	spatial	ADJ
aiti-6666	269	14	data	datum	NOUN
aiti-6666	269	15	analysis	analysis	NOUN
aiti-6666	269	16	,	,	PUNCT
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aiti-6666	269	18	:	:	PUNCT
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aiti-6666	269	20	,	,	PUNCT
aiti-6666	269	21	1995	1995	NUM
aiti-6666	269	22	.	.	PUNCT
aiti-6666	270	1	[	[	X
aiti-6666	270	2	23	23	NUM
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aiti-6666	270	4	a.	a.	NOUN
aiti-6666	270	5	c.	c.	PROPN
aiti-6666	270	6	gatrell	gatrell	PROPN
aiti-6666	270	7	,	,	PUNCT
aiti-6666	270	8	t.	t.	PROPN
aiti-6666	270	9	c.	c.	PROPN
aiti-6666	270	10	bailey	bailey	PROPN
aiti-6666	270	11	,	,	PUNCT
aiti-6666	270	12	p.	p.	PROPN
aiti-6666	270	13	j.	j.	PROPN
aiti-6666	270	14	diggle	diggle	PROPN
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aiti-6666	270	18	s.	s.	PROPN
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aiti-6666	270	20	,	,	PUNCT
aiti-6666	270	21	“	"	PUNCT
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aiti-6666	270	23	point	point	NOUN
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aiti-6666	270	25	analysis	analysis	NOUN
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aiti-6666	270	29	in	in	ADP
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aiti-6666	270	32	,	,	PUNCT
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aiti-6666	270	41	,	,	PUNCT
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aiti-6666	270	43	.	.	PROPN
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aiti-6666	270	45	,	,	PUNCT
aiti-6666	270	46	no.1	no.1	NUM
aiti-6666	270	47	,	,	PUNCT
aiti-6666	270	48	pp	pp	ADJ
aiti-6666	270	49	.	.	PUNCT
aiti-6666	271	1	256	256	NUM
aiti-6666	271	2	-	-	NUM
aiti-6666	271	3	274	274	NUM
aiti-6666	271	4	,	,	PUNCT
aiti-6666	271	5	1996	1996	NUM
aiti-6666	271	6	.	.	PUNCT
aiti-6666	272	1	[	[	X
aiti-6666	272	2	24	24	NUM
aiti-6666	272	3	]	]	PUNCT
aiti-6666	272	4	t.	t.	PROPN
aiti-6666	272	5	hart	hart	PROPN
aiti-6666	272	6	and	and	CCONJ
aiti-6666	272	7	p.	p.	PROPN
aiti-6666	272	8	zandbergen	zandbergen	X
aiti-6666	272	9	,	,	PUNCT
aiti-6666	272	10	“	"	PUNCT
aiti-6666	272	11	kernel	kernel	NOUN
aiti-6666	272	12	density	density	NOUN
aiti-6666	272	13	estimation	estimation	NOUN
aiti-6666	272	14	and	and	CCONJ
aiti-6666	272	15	hotspot	hotspot	NOUN
aiti-6666	272	16	mapping	mapping	NOUN
aiti-6666	272	17	:	:	PUNCT
aiti-6666	272	18	examining	examine	VERB
aiti-6666	272	19	the	the	DET
aiti-6666	272	20	influence	influence	NOUN
aiti-6666	272	21	of	of	ADP
aiti-6666	272	22	interpolation	interpolation	NOUN
aiti-6666	272	23	method	method	NOUN
aiti-6666	272	24	,	,	PUNCT
aiti-6666	272	25	grid	grid	NOUN
aiti-6666	272	26	cell	cell	NOUN
aiti-6666	272	27	size	size	NOUN
aiti-6666	272	28	,	,	PUNCT
aiti-6666	272	29	and	and	CCONJ
aiti-6666	272	30	bandwidth	bandwidth	ADJ
aiti-6666	272	31	on	on	ADP
aiti-6666	272	32	crime	crime	NOUN
aiti-6666	272	33	forecasting	forecasting	NOUN
aiti-6666	272	34	,	,	PUNCT
aiti-6666	272	35	”	"	PUNCT
aiti-6666	272	36	policing	policing	NOUN
aiti-6666	272	37	:	:	PUNCT
aiti-6666	272	38	an	an	DET
aiti-6666	272	39	international	international	ADJ
aiti-6666	272	40	journal	journal	NOUN
aiti-6666	272	41	of	of	ADP
aiti-6666	272	42	police	police	NOUN
aiti-6666	272	43	strategies	strategy	NOUN
aiti-6666	272	44	&	&	CCONJ
aiti-6666	272	45	management	management	NOUN
aiti-6666	272	46	,	,	PUNCT
aiti-6666	272	47	vol	vol	NOUN
aiti-6666	272	48	.	.	PROPN
aiti-6666	272	49	37	37	NUM
aiti-6666	272	50	,	,	PUNCT
aiti-6666	272	51	no	no	INTJ
aiti-6666	272	52	.	.	NOUN
aiti-6666	272	53	2	2	NUM
aiti-6666	272	54	,	,	PUNCT
aiti-6666	272	55	pp	pp	ADJ
aiti-6666	272	56	.	.	PUNCT
aiti-6666	273	1	305	305	NUM
aiti-6666	273	2	-	-	SYM
aiti-6666	273	3	323	323	NUM
aiti-6666	273	4	,	,	PUNCT
aiti-6666	273	5	may	may	AUX
aiti-6666	273	6	2014	2014	NUM
aiti-6666	273	7	.	.	PUNCT
aiti-6666	274	1	[	[	X
aiti-6666	274	2	25	25	NUM
aiti-6666	274	3	]	]	X
aiti-6666	274	4	g.	g.	PROPN
aiti-6666	274	5	o.	o.	PROPN
aiti-6666	274	6	ricardo	ricardo	PROPN
aiti-6666	274	7	,	,	PUNCT
aiti-6666	274	8	“	"	PUNCT
aiti-6666	274	9	kernel	kernel	PROPN
aiti-6666	274	10	density	density	NOUN
aiti-6666	274	11	estimation	estimation	NOUN
aiti-6666	274	12	,	,	PUNCT
aiti-6666	274	13	”	"	PUNCT
aiti-6666	274	14	http://csyue.nccu.edu.tw/ch/kernel%20estimation(ref).pdf	http://csyue.nccu.edu.tw/ch/kernel%20estimation(ref).pdf	PROPN
aiti-6666	274	15	,	,	PUNCT
aiti-6666	274	16	august	august	PROPN
aiti-6666	274	17	2019	2019	NUM
aiti-6666	274	18	.	.	PUNCT
aiti-6666	275	1	[	[	X
aiti-6666	275	2	26	26	NUM
aiti-6666	275	3	]	]	PUNCT
aiti-6666	275	4	“	"	PUNCT
aiti-6666	275	5	kernel	kernel	X
aiti-6666	275	6	(	(	PUNCT
aiti-6666	275	7	statistics	statistic	NOUN
aiti-6666	275	8	)	)	PUNCT
aiti-6666	275	9	,	,	PUNCT
aiti-6666	275	10	”	"	PUNCT
aiti-6666	275	11	https://en.wikipedia.org/wiki/kernel_(statistics	https://en.wikipedia.org/wiki/kernel_(statistic	NOUN
aiti-6666	275	12	)	)	PUNCT
aiti-6666	275	13	,	,	PUNCT
aiti-6666	275	14	august	august	PROPN
aiti-6666	275	15	2019	2019	NUM
aiti-6666	275	16	.	.	PUNCT
aiti-6666	276	1	[	[	X
aiti-6666	276	2	27	27	NUM
aiti-6666	276	3	]	]	PUNCT
aiti-6666	276	4	s.	s.	PROPN
aiti-6666	276	5	y.	y.	PROPN
aiti-6666	276	6	chen	chen	PROPN
aiti-6666	276	7	and	and	CCONJ
aiti-6666	276	8	t.	t.	PROPN
aiti-6666	276	9	t.	t.	PROPN
aiti-6666	276	10	chen	chen	PROPN
aiti-6666	276	11	,	,	PUNCT
aiti-6666	276	12	“	"	PUNCT
aiti-6666	276	13	application	application	NOUN
aiti-6666	276	14	of	of	ADP
aiti-6666	276	15	cluster	cluster	NOUN
aiti-6666	276	16	analysis	analysis	NOUN
aiti-6666	276	17	with	with	ADP
aiti-6666	276	18	unsupervised	unsupervised	ADJ
aiti-6666	276	19	learning	learning	NOUN
aiti-6666	276	20	to	to	PART
aiti-6666	276	21	dockless	dockless	VERB
aiti-6666	276	22	shared	share	VERB
aiti-6666	276	23	bicycle	bicycle	NOUN
aiti-6666	276	24	flow	flow	NOUN
aiti-6666	276	25	control	control	NOUN
aiti-6666	276	26	and	and	CCONJ
aiti-6666	276	27	dispatching	dispatching	NOUN
aiti-6666	276	28	,	,	PUNCT
aiti-6666	276	29	”	"	PUNCT
aiti-6666	276	30	computer	computer	NOUN
aiti-6666	276	31	-	-	PUNCT
aiti-6666	276	32	aided	aid	VERB
aiti-6666	276	33	design	design	NOUN
aiti-6666	276	34	and	and	CCONJ
aiti-6666	276	35	application	application	NOUN
aiti-6666	276	36	,	,	PUNCT
aiti-6666	276	37	vol	vol	NOUN
aiti-6666	276	38	.	.	PROPN
aiti-6666	276	39	17	17	NUM
aiti-6666	276	40	,	,	PUNCT
aiti-6666	276	41	no.5	no.5	PROPN
aiti-6666	276	42	,	,	PUNCT
aiti-6666	276	43	pp	pp	X
aiti-6666	276	44	.	.	PUNCT
aiti-6666	277	1	1067	1067	NUM
aiti-6666	277	2	-	-	SYM
aiti-6666	277	3	1083	1083	NUM
aiti-6666	277	4	,	,	PUNCT
aiti-6666	277	5	2020	2020	NUM
aiti-6666	277	6	.	.	PUNCT
aiti-6666	278	1	[	[	X
aiti-6666	278	2	28	28	NUM
aiti-6666	278	3	]	]	PUNCT
aiti-6666	278	4	“	"	PUNCT
aiti-6666	278	5	soda	soda	NOUN
aiti-6666	278	6	open	open	ADJ
aiti-6666	278	7	data	datum	NOUN
aiti-6666	278	8	,	,	PUNCT
aiti-6666	278	9	”	"	PUNCT
aiti-6666	278	10	http://shanghai.sodachallenges.com/data.html	http://shanghai.sodachallenges.com/data.html	PROPN
aiti-6666	278	11	,	,	PUNCT
aiti-6666	278	12	august	august	PROPN
aiti-6666	278	13	2019	2019	NUM
aiti-6666	278	14	.	.	PUNCT
aiti-6666	279	1	(	(	PUNCT
aiti-6666	279	2	in	in	ADP
aiti-6666	279	3	chinese	chinese	PROPN
aiti-6666	279	4	)	)	PUNCT
aiti-6666	280	1	[	[	X
aiti-6666	280	2	29	29	NUM
aiti-6666	280	3	]	]	PUNCT
aiti-6666	280	4	j.	j.	PROPN
aiti-6666	280	5	p.	p.	PROPN
aiti-6666	280	6	lander	lander	PROPN
aiti-6666	280	7	,	,	PUNCT
aiti-6666	280	8	r	r	NOUN
aiti-6666	280	9	for	for	ADP
aiti-6666	280	10	everyone	everyone	PRON
aiti-6666	280	11	:	:	PUNCT
aiti-6666	280	12	advanced	advanced	ADJ
aiti-6666	280	13	analytics	analytic	NOUN
aiti-6666	280	14	and	and	CCONJ
aiti-6666	280	15	graphics	graphic	NOUN
aiti-6666	280	16	,	,	PUNCT
aiti-6666	280	17	boston	boston	PROPN
aiti-6666	280	18	:	:	PUNCT
aiti-6666	280	19	addison	addison	PROPN
aiti-6666	280	20	-	-	PUNCT
aiti-6666	280	21	wesley	wesley	PROPN
aiti-6666	280	22	professional	professional	PROPN
aiti-6666	280	23	,	,	PUNCT
aiti-6666	280	24	december	december	PROPN
aiti-6666	280	25	2013	2013	NUM
aiti-6666	280	26	.	.	PUNCT
aiti-6666	281	1	[	[	X
aiti-6666	281	2	30	30	NUM
aiti-6666	281	3	]	]	X
aiti-6666	281	4	beijing	beijing	PROPN
aiti-6666	281	5	planning	planning	PROPN
aiti-6666	281	6	design	design	PROPN
aiti-6666	281	7	research	research	PROPN
aiti-6666	281	8	institute	institute	NOUN
aiti-6666	281	9	,	,	PUNCT
aiti-6666	281	10	“	"	PUNCT
aiti-6666	281	11	2017	2017	NUM
aiti-6666	281	12	sharing	sharing	NOUN
aiti-6666	281	13	bike	bike	NOUN
aiti-6666	281	14	,	,	PUNCT
aiti-6666	281	15	and	and	CCONJ
aiti-6666	281	16	urban	urban	PROPN
aiti-6666	281	17	development	development	PROPN
aiti-6666	281	18	white	white	PROPN
aiti-6666	281	19	paper	paper	PROPN
aiti-6666	281	20	”	"	PUNCT
aiti-6666	281	21	,	,	PUNCT
aiti-6666	281	22	http://www.199it.com/archives/581592.html	http://www.199it.com/archives/581592.html	NUM
aiti-6666	281	23	,	,	PUNCT
aiti-6666	281	24	2017	2017	NUM
aiti-6666	281	25	.	.	PUNCT
aiti-6666	282	1	(	(	PUNCT
aiti-6666	282	2	in	in	ADP
aiti-6666	282	3	chinese	chinese	ADJ
aiti-6666	282	4	)	)	PUNCT
aiti-6666	282	5	copyright	copyright	NOUN
aiti-6666	282	6	©	©	PROPN
aiti-6666	282	7	by	by	ADP
aiti-6666	282	8	the	the	DET
aiti-6666	282	9	authors	author	NOUN
aiti-6666	282	10	.	.	PUNCT
aiti-6666	283	1	licensee	licensee	PROPN
aiti-6666	283	2	taeti	taeti	PROPN
aiti-6666	283	3	,	,	PUNCT
aiti-6666	283	4	taiwan	taiwan	PROPN
aiti-6666	283	5	.	.	PUNCT
aiti-6666	284	1	this	this	DET
aiti-6666	284	2	article	article	NOUN
aiti-6666	284	3	is	be	AUX
aiti-6666	284	4	an	an	DET
aiti-6666	284	5	open	open	ADJ
aiti-6666	284	6	access	access	NOUN
aiti-6666	284	7	article	article	NOUN
aiti-6666	284	8	distributed	distribute	VERB
aiti-6666	284	9	under	under	ADP
aiti-6666	284	10	the	the	DET
aiti-6666	284	11	terms	term	NOUN
aiti-6666	284	12	and	and	CCONJ
aiti-6666	284	13	conditions	condition	NOUN
aiti-6666	284	14	of	of	ADP
aiti-6666	284	15	the	the	DET
aiti-6666	284	16	creative	creative	ADJ
aiti-6666	284	17	commons	common	NOUN
aiti-6666	284	18	attribution	attribution	NOUN
aiti-6666	284	19	(	(	PUNCT
aiti-6666	284	20	cc	cc	NOUN
aiti-6666	284	21	by	by	ADP
aiti-6666	284	22	-	-	PUNCT
aiti-6666	284	23	nc	nc	NOUN
aiti-6666	284	24	)	)	PUNCT
aiti-6666	284	25	license	license	NOUN
aiti-6666	284	26	(	(	PUNCT
aiti-6666	284	27	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-6666	284	28	)	)	PUNCT
aiti-6666	284	29	.	.	PUNCT
aiti-6666	285	1	156	156	NUM