id	sid	tid	token	lemma	pos
ap-9969	1	1	acta	acta	PROPN
ap-9969	1	2	polytechnica	polytechnica	PROPN
ap-9969	1	3	https://doi.org/10.14311/ap.2025.65.0050	https://doi.org/10.14311/ap.2025.65.0050	PROPN
ap-9969	1	4	acta	acta	PROPN
ap-9969	1	5	polytechnica	polytechnica	PROPN
ap-9969	1	6	65(1):50–64	65(1):50–64	PROPN
ap-9969	1	7	,	,	PUNCT
ap-9969	1	8	2025	2025	NUM
ap-9969	1	9	©	©	ADP
ap-9969	1	10	2025	2025	NUM
ap-9969	1	11	the	the	DET
ap-9969	1	12	author(s	author(s	NOUN
ap-9969	1	13	)	)	PUNCT
ap-9969	1	14	.	.	PUNCT
ap-9969	2	1	licensed	license	VERB
ap-9969	2	2	under	under	ADP
ap-9969	2	3	a	a	DET
ap-9969	2	4	cc	cc	NOUN
ap-9969	2	5	-	-	PUNCT
ap-9969	2	6	by	by	ADP
ap-9969	2	7	4.0	4.0	NUM
ap-9969	2	8	licence	licence	NOUN
ap-9969	2	9	published	publish	VERB
ap-9969	2	10	by	by	ADP
ap-9969	2	11	the	the	DET
ap-9969	2	12	czech	czech	PROPN
ap-9969	2	13	technical	technical	PROPN
ap-9969	2	14	university	university	PROPN
ap-9969	2	15	in	in	ADP
ap-9969	2	16	prague	prague	PROPN
ap-9969	2	17	stdweb	stdweb	PROPN
ap-9969	2	18	:	:	PUNCT
ap-9969	2	19	simple	simple	ADJ
ap-9969	2	20	transient	transient	ADJ
ap-9969	2	21	detection	detection	NOUN
ap-9969	2	22	pipeline	pipeline	NOUN
ap-9969	2	23	for	for	ADP
ap-9969	2	24	the	the	DET
ap-9969	2	25	web	web	NOUN
ap-9969	2	26	sergey	sergey	PROPN
ap-9969	2	27	karpov	karpov	PROPN
ap-9969	2	28	czech	czech	PROPN
ap-9969	2	29	academy	academy	PROPN
ap-9969	2	30	of	of	ADP
ap-9969	2	31	sciences	sciences	PROPN
ap-9969	2	32	,	,	PUNCT
ap-9969	2	33	institute	institute	NOUN
ap-9969	2	34	of	of	ADP
ap-9969	2	35	physics	physics	PROPN
ap-9969	2	36	,	,	PUNCT
ap-9969	2	37	na	na	ADP
ap-9969	2	38	slovance	slovance	PROPN
ap-9969	2	39	1999/2	1999/2	NOUN
ap-9969	2	40	,	,	PUNCT
ap-9969	2	41	182	182	NUM
ap-9969	2	42	00	00	NUM
ap-9969	2	43	prague	prague	PROPN
ap-9969	2	44	,	,	PUNCT
ap-9969	2	45	czech	czech	PROPN
ap-9969	2	46	republic	republic	NOUN
ap-9969	2	47	correspondence	correspondence	NOUN
ap-9969	2	48	:	:	PUNCT
ap-9969	2	49	karpov@fzu.cz	karpov@fzu.cz	PROPN
ap-9969	2	50	abstract	abstract	ADJ
ap-9969	2	51	.	.	PUNCT
ap-9969	3	1	we	we	PRON
ap-9969	3	2	present	present	VERB
ap-9969	3	3	a	a	DET
ap-9969	3	4	simple	simple	ADJ
ap-9969	3	5	web	web	NOUN
ap-9969	3	6	-	-	PUNCT
ap-9969	3	7	based	base	VERB
ap-9969	3	8	tool	tool	NOUN
ap-9969	3	9	,	,	PUNCT
ap-9969	3	10	stdweb	stdweb	ADJ
ap-9969	3	11	,	,	PUNCT
ap-9969	3	12	for	for	ADP
ap-9969	3	13	a	a	DET
ap-9969	3	14	quick	quick	ADJ
ap-9969	3	15	-	-	PUNCT
ap-9969	3	16	look	look	NOUN
ap-9969	3	17	photometry	photometry	NOUN
ap-9969	3	18	and	and	CCONJ
ap-9969	3	19	transient	transient	ADJ
ap-9969	3	20	detection	detection	NOUN
ap-9969	3	21	in	in	ADP
ap-9969	3	22	astronomical	astronomical	ADJ
ap-9969	3	23	images	image	NOUN
ap-9969	3	24	.	.	PUNCT
ap-9969	4	1	it	it	PRON
ap-9969	4	2	tries	try	VERB
ap-9969	4	3	to	to	PART
ap-9969	4	4	implement	implement	VERB
ap-9969	4	5	a	a	DET
ap-9969	4	6	self	self	NOUN
ap-9969	4	7	-	-	PUNCT
ap-9969	4	8	consistent	consistent	ADJ
ap-9969	4	9	and	and	CCONJ
ap-9969	4	10	mostly	mostly	ADV
ap-9969	4	11	automatic	automatic	ADJ
ap-9969	4	12	data	datum	NOUN
ap-9969	4	13	analysis	analysis	NOUN
ap-9969	4	14	workflow	workflow	NOUN
ap-9969	4	15	that	that	PRON
ap-9969	4	16	would	would	AUX
ap-9969	4	17	work	work	VERB
ap-9969	4	18	on	on	ADP
ap-9969	4	19	any	any	DET
ap-9969	4	20	image	image	NOUN
ap-9969	4	21	uploaded	upload	VERB
ap-9969	4	22	to	to	ADP
ap-9969	4	23	it	it	PRON
ap-9969	4	24	,	,	PUNCT
ap-9969	4	25	allowing	allow	VERB
ap-9969	4	26	to	to	PART
ap-9969	4	27	perform	perform	VERB
ap-9969	4	28	basic	basic	ADJ
ap-9969	4	29	interactive	interactive	ADJ
ap-9969	4	30	masking	masking	NOUN
ap-9969	4	31	,	,	PUNCT
ap-9969	4	32	object	object	NOUN
ap-9969	4	33	detection	detection	NOUN
ap-9969	4	34	,	,	PUNCT
ap-9969	4	35	astrometric	astrometric	ADJ
ap-9969	4	36	calibration	calibration	NOUN
ap-9969	4	37	of	of	ADP
ap-9969	4	38	the	the	DET
ap-9969	4	39	image	image	NOUN
ap-9969	4	40	,	,	PUNCT
ap-9969	4	41	and	and	CCONJ
ap-9969	4	42	building	build	VERB
ap-9969	4	43	the	the	DET
ap-9969	4	44	photometric	photometric	ADJ
ap-9969	4	45	solution	solution	NOUN
ap-9969	4	46	based	base	VERB
ap-9969	4	47	on	on	ADP
ap-9969	4	48	a	a	DET
ap-9969	4	49	selection	selection	NOUN
ap-9969	4	50	of	of	ADP
ap-9969	4	51	catalogues	catalogue	NOUN
ap-9969	4	52	and	and	CCONJ
ap-9969	4	53	supported	support	VERB
ap-9969	4	54	filters	filter	NOUN
ap-9969	4	55	,	,	PUNCT
ap-9969	4	56	optionally	optionally	ADV
ap-9969	4	57	including	include	VERB
ap-9969	4	58	the	the	DET
ap-9969	4	59	colour	colour	ADJ
ap-9969	4	60	term	term	NOUN
ap-9969	4	61	and	and	CCONJ
ap-9969	4	62	positionally	positionally	ADV
ap-9969	4	63	varying	vary	VERB
ap-9969	4	64	zero	zero	NUM
ap-9969	4	65	point	point	NOUN
ap-9969	4	66	.	.	PUNCT
ap-9969	5	1	it	it	PRON
ap-9969	5	2	also	also	ADV
ap-9969	5	3	allows	allow	VERB
ap-9969	5	4	you	you	PRON
ap-9969	5	5	to	to	PART
ap-9969	5	6	do	do	VERB
ap-9969	5	7	image	image	NOUN
ap-9969	5	8	subtraction	subtraction	NOUN
ap-9969	5	9	using	use	VERB
ap-9969	5	10	either	either	CCONJ
ap-9969	5	11	user	user	NOUN
ap-9969	5	12	-	-	PUNCT
ap-9969	5	13	provided	provide	VERB
ap-9969	5	14	or	or	CCONJ
ap-9969	5	15	automatically	automatically	ADV
ap-9969	5	16	downloaded	download	VERB
ap-9969	5	17	template	template	NOUN
ap-9969	5	18	images	image	NOUN
ap-9969	5	19	,	,	PUNCT
ap-9969	5	20	and	and	CCONJ
ap-9969	5	21	do	do	VERB
ap-9969	5	22	a	a	DET
ap-9969	5	23	forced	force	VERB
ap-9969	5	24	photometry	photometry	NOUN
ap-9969	5	25	for	for	ADP
ap-9969	5	26	a	a	DET
ap-9969	5	27	specified	specified	ADJ
ap-9969	5	28	target	target	NOUN
ap-9969	5	29	in	in	ADP
ap-9969	5	30	either	either	CCONJ
ap-9969	5	31	original	original	ADJ
ap-9969	5	32	or	or	CCONJ
ap-9969	5	33	difference	difference	NOUN
ap-9969	5	34	images	image	NOUN
ap-9969	5	35	,	,	PUNCT
ap-9969	5	36	as	as	ADV
ap-9969	5	37	well	well	ADV
ap-9969	5	38	as	as	ADP
ap-9969	5	39	transient	transient	ADJ
ap-9969	5	40	detection	detection	NOUN
ap-9969	5	41	with	with	ADP
ap-9969	5	42	basic	basic	ADJ
ap-9969	5	43	rejection	rejection	NOUN
ap-9969	5	44	of	of	ADP
ap-9969	5	45	artefacts	artefact	NOUN
ap-9969	5	46	.	.	PUNCT
ap-9969	6	1	the	the	DET
ap-9969	6	2	tool	tool	NOUN
ap-9969	6	3	may	may	AUX
ap-9969	6	4	be	be	AUX
ap-9969	6	5	easily	easily	ADV
ap-9969	6	6	deployed	deploy	VERB
ap-9969	6	7	allowing	allow	VERB
ap-9969	6	8	its	its	PRON
ap-9969	6	9	integration	integration	NOUN
ap-9969	6	10	into	into	ADP
ap-9969	6	11	the	the	DET
ap-9969	6	12	infrastructure	infrastructure	NOUN
ap-9969	6	13	of	of	ADP
ap-9969	6	14	robotic	robotic	ADJ
ap-9969	6	15	telescopes	telescope	NOUN
ap-9969	6	16	or	or	CCONJ
ap-9969	6	17	data	data	NOUN
ap-9969	6	18	archives	archive	NOUN
ap-9969	6	19	for	for	ADP
ap-9969	6	20	an	an	DET
ap-9969	6	21	effortless	effortless	ADJ
ap-9969	6	22	analysis	analysis	NOUN
ap-9969	6	23	of	of	ADP
ap-9969	6	24	their	their	PRON
ap-9969	6	25	images	image	NOUN
ap-9969	6	26	.	.	PUNCT
ap-9969	7	1	keywords	keyword	NOUN
ap-9969	7	2	:	:	PUNCT
ap-9969	7	3	photometric	photometric	ADJ
ap-9969	7	4	pipelines	pipeline	NOUN
ap-9969	7	5	,	,	PUNCT
ap-9969	7	6	transients	transient	NOUN
ap-9969	7	7	,	,	PUNCT
ap-9969	7	8	image	image	NOUN
ap-9969	7	9	processing	processing	NOUN
ap-9969	7	10	.	.	PUNCT
ap-9969	8	1	1	1	X
ap-9969	8	2	.	.	X
ap-9969	8	3	introduction	introduction	NOUN
ap-9969	8	4	the	the	DET
ap-9969	8	5	study	study	NOUN
ap-9969	8	6	of	of	ADP
ap-9969	8	7	energetic	energetic	ADJ
ap-9969	8	8	astronomical	astronomical	ADJ
ap-9969	8	9	phenomena	phenomenon	NOUN
ap-9969	8	10	,	,	PUNCT
ap-9969	8	11	such	such	ADJ
ap-9969	8	12	as	as	ADP
ap-9969	8	13	supernovae	supernovae	NOUN
ap-9969	8	14	,	,	PUNCT
ap-9969	8	15	gamma	gamma	NOUN
ap-9969	8	16	-	-	PUNCT
ap-9969	8	17	ray	ray	NOUN
ap-9969	8	18	bursts	burst	NOUN
ap-9969	8	19	,	,	PUNCT
ap-9969	8	20	or	or	CCONJ
ap-9969	8	21	electromagnetic	electromagnetic	ADJ
ap-9969	8	22	counterparts	counterpart	NOUN
ap-9969	8	23	of	of	ADP
ap-9969	8	24	gravitational	gravitational	ADJ
ap-9969	8	25	wave	wave	NOUN
ap-9969	8	26	events	event	NOUN
ap-9969	8	27	,	,	PUNCT
ap-9969	8	28	relies	rely	VERB
ap-9969	8	29	heavily	heavily	ADV
ap-9969	8	30	on	on	ADP
ap-9969	8	31	the	the	DET
ap-9969	8	32	ability	ability	NOUN
ap-9969	8	33	to	to	PART
ap-9969	8	34	detect	detect	VERB
ap-9969	8	35	and	and	CCONJ
ap-9969	8	36	analyze	analyze	VERB
ap-9969	8	37	transient	transient	ADJ
ap-9969	8	38	objects	object	NOUN
ap-9969	8	39	in	in	ADP
ap-9969	8	40	the	the	DET
ap-9969	8	41	vast	vast	ADJ
ap-9969	8	42	amount	amount	NOUN
ap-9969	8	43	of	of	ADP
ap-9969	8	44	data	datum	NOUN
ap-9969	8	45	produced	produce	VERB
ap-9969	8	46	by	by	ADP
ap-9969	8	47	modern	modern	ADJ
ap-9969	8	48	large	large	ADJ
ap-9969	8	49	-	-	PUNCT
ap-9969	8	50	scale	scale	NOUN
ap-9969	8	51	sky	sky	NOUN
ap-9969	8	52	surveys	survey	NOUN
ap-9969	8	53	,	,	PUNCT
ap-9969	8	54	as	as	ADV
ap-9969	8	55	well	well	ADV
ap-9969	8	56	as	as	ADP
ap-9969	8	57	smaller	small	ADJ
ap-9969	8	58	-	-	PUNCT
ap-9969	8	59	scale	scale	NOUN
ap-9969	8	60	follow	follow	NOUN
ap-9969	8	61	-	-	PUNCT
ap-9969	8	62	up	up	ADP
ap-9969	8	63	observations	observation	NOUN
ap-9969	8	64	.	.	PUNCT
ap-9969	9	1	while	while	SCONJ
ap-9969	9	2	sky	sky	NOUN
ap-9969	9	3	survey	survey	NOUN
ap-9969	9	4	experiments	experiment	NOUN
ap-9969	9	5	usually	usually	ADV
ap-9969	9	6	have	have	AUX
ap-9969	9	7	dedicated	dedicate	VERB
ap-9969	9	8	photometric	photometric	ADJ
ap-9969	9	9	and	and	CCONJ
ap-9969	9	10	transient	transient	ADJ
ap-9969	9	11	detection	detection	NOUN
ap-9969	9	12	pipelines	pipeline	NOUN
ap-9969	9	13	[	[	X
ap-9969	9	14	1–4	1–4	X
ap-9969	9	15	]	]	PUNCT
ap-9969	9	16	tailored	tailor	VERB
ap-9969	9	17	specifically	specifically	ADV
ap-9969	9	18	for	for	ADP
ap-9969	9	19	their	their	PRON
ap-9969	9	20	data	datum	NOUN
ap-9969	9	21	and	and	CCONJ
ap-9969	9	22	regime	regime	NOUN
ap-9969	9	23	of	of	ADP
ap-9969	9	24	operations	operation	NOUN
ap-9969	9	25	,	,	PUNCT
ap-9969	9	26	the	the	DET
ap-9969	9	27	observations	observation	NOUN
ap-9969	9	28	made	make	VERB
ap-9969	9	29	with	with	ADP
ap-9969	9	30	“	"	PUNCT
ap-9969	9	31	normal	normal	ADJ
ap-9969	9	32	”	"	PUNCT
ap-9969	9	33	telescopes	telescope	NOUN
ap-9969	9	34	,	,	PUNCT
ap-9969	9	35	especially	especially	ADV
ap-9969	9	36	smaller	small	ADJ
ap-9969	9	37	ones	one	NOUN
ap-9969	9	38	,	,	PUNCT
ap-9969	9	39	in	in	ADP
ap-9969	9	40	follow	follow	NOUN
ap-9969	9	41	-	-	PUNCT
ap-9969	9	42	up	up	ADP
ap-9969	9	43	regime	regime	NOUN
ap-9969	9	44	often	often	ADV
ap-9969	9	45	lack	lack	VERB
ap-9969	9	46	such	such	ADJ
ap-9969	9	47	telescope	telescope	NOUN
ap-9969	9	48	-	-	PUNCT
ap-9969	9	49	specific	specific	ADJ
ap-9969	9	50	data	datum	NOUN
ap-9969	9	51	analysis	analysis	NOUN
ap-9969	9	52	.	.	PUNCT
ap-9969	10	1	this	this	PRON
ap-9969	10	2	is	be	AUX
ap-9969	10	3	especially	especially	ADV
ap-9969	10	4	important	important	ADJ
ap-9969	10	5	for	for	SCONJ
ap-9969	10	6	the	the	DET
ap-9969	10	7	projects	project	NOUN
ap-9969	10	8	involving	involve	VERB
ap-9969	10	9	data	datum	NOUN
ap-9969	10	10	from	from	ADP
ap-9969	10	11	multiple	multiple	ADJ
ap-9969	10	12	telescopes	telescope	NOUN
ap-9969	10	13	at	at	ADP
ap-9969	10	14	the	the	DET
ap-9969	10	15	same	same	ADJ
ap-9969	10	16	time	time	NOUN
ap-9969	10	17	,	,	PUNCT
ap-9969	10	18	such	such	ADJ
ap-9969	10	19	as	as	ADP
ap-9969	10	20	collaborative	collaborative	ADJ
ap-9969	10	21	telescope	telescope	NOUN
ap-9969	10	22	networks1	networks1	NOUN
ap-9969	10	23	or	or	CCONJ
ap-9969	10	24	observational	observational	ADJ
ap-9969	10	25	efforts	effort	NOUN
ap-9969	10	26	involving	involve	VERB
ap-9969	10	27	amateur	amateur	ADJ
ap-9969	10	28	astronomers.2	astronomers.2	ADJ
ap-9969	10	29	unified	unified	ADJ
ap-9969	10	30	processing	processing	NOUN
ap-9969	10	31	of	of	ADP
ap-9969	10	32	data	datum	NOUN
ap-9969	10	33	from	from	ADP
ap-9969	10	34	heterogeneous	heterogeneous	ADJ
ap-9969	10	35	sources	source	NOUN
ap-9969	10	36	(	(	PUNCT
ap-9969	10	37	e.g.	e.g.	ADV
ap-9969	10	38	telescope	telescope	NOUN
ap-9969	10	39	networks	network	NOUN
ap-9969	10	40	)	)	PUNCT
ap-9969	10	41	requires	require	VERB
ap-9969	10	42	the	the	DET
ap-9969	10	43	creation	creation	NOUN
ap-9969	10	44	of	of	ADP
ap-9969	10	45	analysis	analysis	NOUN
ap-9969	10	46	tools	tool	NOUN
ap-9969	10	47	that	that	PRON
ap-9969	10	48	allow	allow	VERB
ap-9969	10	49	a	a	DET
ap-9969	10	50	high	high	ADJ
ap-9969	10	51	level	level	NOUN
ap-9969	10	52	of	of	ADP
ap-9969	10	53	automatisation	automatisation	NOUN
ap-9969	10	54	,	,	PUNCT
ap-9969	10	55	configurability	configurability	NOUN
ap-9969	10	56	,	,	PUNCT
ap-9969	10	57	and	and	CCONJ
ap-9969	10	58	overall	overall	ADJ
ap-9969	10	59	quality	quality	NOUN
ap-9969	10	60	control	control	NOUN
ap-9969	10	61	(	(	PUNCT
ap-9969	10	62	visual	visual	ADJ
ap-9969	10	63	and	and	CCONJ
ap-9969	10	64	user	user	NOUN
ap-9969	10	65	-	-	PUNCT
ap-9969	10	66	friendly	friendly	ADJ
ap-9969	10	67	)	)	PUNCT
ap-9969	10	68	in	in	ADP
ap-9969	10	69	all	all	DET
ap-9969	10	70	steps	step	NOUN
ap-9969	10	71	of	of	ADP
ap-9969	10	72	the	the	DET
ap-9969	10	73	pipeline	pipeline	NOUN
ap-9969	10	74	.	.	PUNCT
ap-9969	11	1	while	while	SCONJ
ap-9969	11	2	the	the	DET
ap-9969	11	3	building	building	NOUN
ap-9969	11	4	blocks	block	NOUN
ap-9969	11	5	,	,	PUNCT
ap-9969	11	6	both	both	PRON
ap-9969	11	7	lowand	lowand	ADJ
ap-9969	11	8	higher	high	ADJ
ap-9969	11	9	-	-	PUNCT
ap-9969	11	10	level	level	NOUN
ap-9969	11	11	–	–	PUNCT
ap-9969	11	12	like	like	ADP
ap-9969	11	13	routines	routine	NOUN
ap-9969	11	14	in	in	ADP
ap-9969	11	15	image	image	NOUN
ap-9969	11	16	reduction	reduction	NOUN
ap-9969	11	17	and	and	CCONJ
ap-9969	11	18	analysis	analysis	NOUN
ap-9969	11	19	facility	facility	NOUN
ap-9969	11	20	[	[	X
ap-9969	11	21	9	9	NUM
ap-9969	11	22	]	]	PUNCT
ap-9969	11	23	(	(	PUNCT
ap-9969	11	24	iraf	iraf	PROPN
ap-9969	11	25	)	)	PUNCT
ap-9969	11	26	,	,	PUNCT
ap-9969	11	27	daophot	daophot	ADJ
ap-9969	11	28	[	[	X
ap-9969	11	29	10	10	NUM
ap-9969	11	30	]	]	PUNCT
ap-9969	11	31	sextractor	sextractor	NOUN
ap-9969	12	1	[	[	X
ap-9969	12	2	11	11	NUM
ap-9969	12	3	]	]	PUNCT
ap-9969	12	4	or	or	CCONJ
ap-9969	12	5	modern	modern	ADJ
ap-9969	12	6	python	python	NOUN
ap-9969	12	7	packages	package	NOUN
ap-9969	12	8	like	like	ADP
ap-9969	12	9	astropy	astropy	VERB
ap-9969	12	10	[	[	X
ap-9969	12	11	12	12	NUM
ap-9969	12	12	]	]	PUNCT
ap-9969	12	13	and	and	CCONJ
ap-9969	12	14	photutils	photutil	NOUN
ap-9969	12	15	[	[	PUNCT
ap-9969	12	16	13	13	NUM
ap-9969	12	17	]	]	PUNCT
ap-9969	12	18	–	–	PUNCT
ap-9969	12	19	are	be	AUX
ap-9969	12	20	readily	readily	ADV
ap-9969	12	21	available	available	ADJ
ap-9969	12	22	for	for	ADP
ap-9969	12	23	most	most	ADJ
ap-9969	12	24	of	of	ADP
ap-9969	12	25	the	the	DET
ap-9969	12	26	required	require	VERB
ap-9969	12	27	tasks	task	NOUN
ap-9969	12	28	,	,	PUNCT
ap-9969	12	29	their	their	PRON
ap-9969	12	30	integration	integration	NOUN
ap-9969	12	31	into	into	ADP
ap-9969	12	32	a	a	DET
ap-9969	12	33	reliable	reliable	ADJ
ap-9969	12	34	pipeline	pipeline	NOUN
ap-9969	12	35	is	be	AUX
ap-9969	12	36	still	still	ADV
ap-9969	12	37	a	a	DET
ap-9969	12	38	non	non	ADJ
ap-9969	12	39	-	-	ADJ
ap-9969	12	40	trivial	trivial	ADJ
ap-9969	12	41	effort	effort	NOUN
ap-9969	12	42	requiring	require	VERB
ap-9969	12	43	both	both	CCONJ
ap-9969	12	44	the	the	DET
ap-9969	12	45	understanding	understanding	NOUN
ap-9969	12	46	of	of	ADP
ap-9969	12	47	photometry	photometry	NOUN
ap-9969	12	48	and	and	CCONJ
ap-9969	12	49	the	the	DET
ap-9969	12	50	programming	programming	NOUN
ap-9969	12	51	affinity	affinity	NOUN
ap-9969	12	52	.	.	PUNCT
ap-9969	13	1	1an	1an	ADJ
ap-9969	13	2	example	example	NOUN
ap-9969	13	3	of	of	ADP
ap-9969	13	4	such	such	DET
ap-9969	13	5	a	a	DET
ap-9969	13	6	project	project	NOUN
ap-9969	13	7	actively	actively	ADV
ap-9969	13	8	using	use	VERB
ap-9969	13	9	stdweb	stdweb	PROPN
ap-9969	13	10	is	be	AUX
ap-9969	13	11	grandma	grandma	NOUN
ap-9969	13	12	network	network	NOUN
ap-9969	13	13	[	[	X
ap-9969	13	14	5–7	5–7	NOUN
ap-9969	13	15	]	]	PUNCT
ap-9969	13	16	.	.	PUNCT
ap-9969	14	1	2an	2an	ADJ
ap-9969	14	2	example	example	NOUN
ap-9969	14	3	of	of	ADP
ap-9969	14	4	such	such	DET
ap-9969	14	5	a	a	DET
ap-9969	14	6	professional	professional	ADJ
ap-9969	14	7	-	-	PUNCT
ap-9969	14	8	amateur	amateur	ADJ
ap-9969	14	9	observational	observational	ADJ
ap-9969	14	10	partnership	partnership	NOUN
ap-9969	14	11	using	use	VERB
ap-9969	14	12	stdweb	stdweb	PROPN
ap-9969	14	13	is	be	AUX
ap-9969	14	14	the	the	DET
ap-9969	14	15	kilonova	kilonova	NOUN
ap-9969	14	16	-	-	PUNCT
ap-9969	14	17	catcher	catcher	NOUN
ap-9969	14	18	project	project	NOUN
ap-9969	14	19	[	[	X
ap-9969	14	20	8	8	NUM
ap-9969	14	21	]	]	PUNCT
ap-9969	14	22	.	.	PUNCT
ap-9969	15	1	for	for	ADP
ap-9969	15	2	the	the	DET
ap-9969	15	3	specific	specific	ADJ
ap-9969	15	4	image	image	NOUN
ap-9969	15	5	processing	processing	NOUN
ap-9969	15	6	requirements	requirement	NOUN
ap-9969	15	7	of	of	ADP
ap-9969	15	8	the	the	DET
ap-9969	15	9	grandma	grandma	NOUN
ap-9969	15	10	telescope	telescope	NOUN
ap-9969	15	11	network	network	NOUN
ap-9969	15	12	[	[	X
ap-9969	15	13	5–7	5–7	NOUN
ap-9969	15	14	,	,	PUNCT
ap-9969	15	15	14	14	NUM
ap-9969	15	16	,	,	PUNCT
ap-9969	15	17	15	15	NUM
ap-9969	15	18	]	]	PUNCT
ap-9969	15	19	we	we	PRON
ap-9969	15	20	initially	initially	ADV
ap-9969	15	21	created	create	VERB
ap-9969	15	22	a	a	DET
ap-9969	15	23	high	high	ADJ
ap-9969	15	24	-	-	PUNCT
ap-9969	15	25	level	level	NOUN
ap-9969	15	26	python	python	NOUN
ap-9969	15	27	library	library	NOUN
ap-9969	15	28	–	–	PUNCT
ap-9969	15	29	stdpipe	stdpipe	ADJ
ap-9969	16	1	[	[	X
ap-9969	16	2	16	16	NUM
ap-9969	16	3	]	]	PUNCT
ap-9969	16	4	–	–	PUNCT
ap-9969	16	5	that	that	SCONJ
ap-9969	16	6	aimed	aim	VERB
ap-9969	16	7	towards	towards	ADP
ap-9969	16	8	combining	combine	VERB
ap-9969	16	9	a	a	DET
ap-9969	16	10	lot	lot	NOUN
ap-9969	16	11	of	of	ADP
ap-9969	16	12	these	these	DET
ap-9969	16	13	building	building	NOUN
ap-9969	16	14	blocks	block	NOUN
ap-9969	16	15	into	into	ADP
ap-9969	16	16	a	a	DET
ap-9969	16	17	set	set	NOUN
ap-9969	16	18	of	of	ADP
ap-9969	16	19	high	high	ADJ
ap-9969	16	20	-	-	PUNCT
ap-9969	16	21	level	level	NOUN
ap-9969	16	22	routines	routine	NOUN
ap-9969	16	23	suitable	suitable	ADJ
ap-9969	16	24	for	for	ADP
ap-9969	16	25	a	a	DET
ap-9969	16	26	rapid	rapid	ADJ
ap-9969	16	27	construction	construction	NOUN
ap-9969	16	28	of	of	ADP
ap-9969	16	29	telescope	telescope	NOUN
ap-9969	16	30	-	-	PUNCT
ap-9969	16	31	specific	specific	ADJ
ap-9969	16	32	pipelines	pipeline	NOUN
ap-9969	16	33	,	,	PUNCT
ap-9969	16	34	but	but	CCONJ
ap-9969	16	35	it	it	PRON
ap-9969	16	36	turned	turn	VERB
ap-9969	16	37	out	out	ADP
ap-9969	16	38	insufficient	insufficient	ADJ
ap-9969	16	39	for	for	ADP
ap-9969	16	40	handling	handle	VERB
ap-9969	16	41	really	really	ADV
ap-9969	16	42	heterogeneous	heterogeneous	ADJ
ap-9969	16	43	data	datum	NOUN
ap-9969	16	44	in	in	ADP
ap-9969	16	45	a	a	DET
ap-9969	16	46	controllable	controllable	ADJ
ap-9969	16	47	and	and	CCONJ
ap-9969	16	48	reproducible	reproducible	ADJ
ap-9969	16	49	way	way	NOUN
ap-9969	16	50	.	.	PUNCT
ap-9969	17	1	so	so	ADV
ap-9969	17	2	,	,	PUNCT
ap-9969	17	3	highly	highly	ADV
ap-9969	17	4	motivated	motivated	ADJ
ap-9969	17	5	by	by	ADP
ap-9969	17	6	the	the	DET
ap-9969	17	7	success	success	NOUN
ap-9969	17	8	of	of	ADP
ap-9969	17	9	popular	popular	ADJ
ap-9969	17	10	web	web	NOUN
ap-9969	17	11	-	-	PUNCT
ap-9969	17	12	based	base	VERB
ap-9969	17	13	astrometry.net	astrometry.net	NOUN
ap-9969	17	14	service	service	NOUN
ap-9969	18	1	[	[	X
ap-9969	18	2	17	17	NUM
ap-9969	18	3	]	]	PUNCT
ap-9969	18	4	,	,	PUNCT
ap-9969	18	5	we	we	PRON
ap-9969	18	6	decided	decide	VERB
ap-9969	18	7	to	to	PART
ap-9969	18	8	try	try	VERB
ap-9969	18	9	a	a	DET
ap-9969	18	10	similar	similar	ADJ
ap-9969	18	11	approach	approach	NOUN
ap-9969	18	12	of	of	ADP
ap-9969	18	13	a	a	DET
ap-9969	18	14	“	"	PUNCT
ap-9969	18	15	heterogeneous	heterogeneous	ADJ
ap-9969	18	16	data	datum	NOUN
ap-9969	18	17	processing	processing	NOUN
ap-9969	18	18	portal	portal	NOUN
ap-9969	18	19	”	"	PUNCT
ap-9969	18	20	for	for	ADP
ap-9969	18	21	photometry	photometry	NOUN
ap-9969	18	22	and	and	CCONJ
ap-9969	18	23	transient	transient	ADJ
ap-9969	18	24	detection	detection	NOUN
ap-9969	18	25	tasks	task	NOUN
ap-9969	18	26	.	.	PUNCT
ap-9969	19	1	as	as	ADP
ap-9969	19	2	a	a	DET
ap-9969	19	3	first	first	ADJ
ap-9969	19	4	step	step	NOUN
ap-9969	19	5	towards	towards	ADP
ap-9969	19	6	this	this	DET
ap-9969	19	7	goal	goal	NOUN
ap-9969	19	8	,	,	PUNCT
ap-9969	19	9	we	we	PRON
ap-9969	19	10	created	create	VERB
ap-9969	19	11	stdweb	stdweb	ADJ
ap-9969	19	12	–	–	PUNCT
ap-9969	19	13	simple	simple	ADJ
ap-9969	19	14	web	web	NOUN
ap-9969	19	15	-	-	PUNCT
ap-9969	19	16	based	base	VERB
ap-9969	19	17	tool	tool	NOUN
ap-9969	19	18	for	for	ADP
ap-9969	19	19	a	a	DET
ap-9969	19	20	quick	quick	ADJ
ap-9969	19	21	-	-	PUNCT
ap-9969	19	22	look	look	NOUN
ap-9969	19	23	photometry	photometry	NOUN
ap-9969	19	24	and	and	CCONJ
ap-9969	19	25	transient	transient	ADJ
ap-9969	19	26	detection	detection	NOUN
ap-9969	19	27	in	in	ADP
ap-9969	19	28	astronomical	astronomical	ADJ
ap-9969	19	29	images	image	NOUN
ap-9969	19	30	,	,	PUNCT
ap-9969	19	31	that	that	PRON
ap-9969	19	32	can	can	AUX
ap-9969	19	33	be	be	AUX
ap-9969	19	34	either	either	CCONJ
ap-9969	19	35	locally	locally	ADV
ap-9969	19	36	deployed	deploy	VERB
ap-9969	19	37	,	,	PUNCT
ap-9969	19	38	or	or	CCONJ
ap-9969	19	39	integrated	integrate	VERB
ap-9969	19	40	into	into	ADP
ap-9969	19	41	the	the	DET
ap-9969	19	42	infrastructure	infrastructure	NOUN
ap-9969	19	43	of	of	ADP
ap-9969	19	44	data	datum	NOUN
ap-9969	19	45	archive	archive	NOUN
ap-9969	19	46	or	or	CCONJ
ap-9969	19	47	robotic	robotic	ADJ
ap-9969	19	48	telescope	telescope	NOUN
ap-9969	19	49	.	.	PUNCT
ap-9969	20	1	here	here	ADV
ap-9969	20	2	,	,	PUNCT
ap-9969	20	3	we	we	PRON
ap-9969	20	4	describe	describe	VERB
ap-9969	20	5	the	the	DET
ap-9969	20	6	details	detail	NOUN
ap-9969	20	7	of	of	ADP
ap-9969	20	8	its	its	PRON
ap-9969	20	9	implementation	implementation	NOUN
ap-9969	20	10	and	and	CCONJ
ap-9969	20	11	workflow	workflow	NOUN
ap-9969	20	12	(	(	PUNCT
ap-9969	20	13	section	section	NOUN
ap-9969	20	14	2	2	NUM
ap-9969	20	15	)	)	PUNCT
ap-9969	20	16	,	,	PUNCT
ap-9969	20	17	along	along	ADP
ap-9969	20	18	with	with	ADP
ap-9969	20	19	specific	specific	ADJ
ap-9969	20	20	details	detail	NOUN
ap-9969	20	21	about	about	ADP
ap-9969	20	22	astrometric	astrometric	ADJ
ap-9969	20	23	and	and	CCONJ
ap-9969	20	24	photometric	photometric	ADJ
ap-9969	20	25	calibration	calibration	NOUN
ap-9969	20	26	(	(	PUNCT
ap-9969	20	27	section	section	NOUN
ap-9969	20	28	3	3	NUM
ap-9969	20	29	)	)	PUNCT
ap-9969	20	30	,	,	PUNCT
ap-9969	20	31	and	and	CCONJ
ap-9969	20	32	transient	transient	ADJ
ap-9969	20	33	detection	detection	NOUN
ap-9969	20	34	(	(	PUNCT
ap-9969	20	35	section	section	NOUN
ap-9969	20	36	4	4	NUM
ap-9969	20	37	)	)	PUNCT
ap-9969	20	38	.	.	PUNCT
ap-9969	21	1	we	we	PRON
ap-9969	21	2	also	also	ADV
ap-9969	21	3	outline	outline	VERB
ap-9969	21	4	some	some	DET
ap-9969	21	5	directions	direction	NOUN
ap-9969	21	6	for	for	ADP
ap-9969	21	7	its	its	PRON
ap-9969	21	8	further	further	ADJ
ap-9969	21	9	development	development	NOUN
ap-9969	21	10	in	in	ADP
ap-9969	21	11	section	section	NOUN
ap-9969	21	12	5	5	NUM
ap-9969	21	13	.	.	NOUN
ap-9969	21	14	2	2	NUM
ap-9969	21	15	.	.	X
ap-9969	21	16	implementation	implementation	NOUN
ap-9969	21	17	and	and	CCONJ
ap-9969	21	18	workflow	workflow	NOUN
ap-9969	21	19	stdweb3	stdweb3	NOUN
ap-9969	21	20	is	be	AUX
ap-9969	21	21	implemented	implement	VERB
ap-9969	21	22	as	as	ADP
ap-9969	21	23	a	a	DET
ap-9969	21	24	django	django	NOUN
ap-9969	21	25	[	[	X
ap-9969	21	26	19	19	NUM
ap-9969	21	27	]	]	PUNCT
ap-9969	21	28	serverside	serverside	NOUN
ap-9969	21	29	application	application	NOUN
ap-9969	21	30	that	that	PRON
ap-9969	21	31	handles	handle	VERB
ap-9969	21	32	data	datum	NOUN
ap-9969	21	33	uploading	uploading	NOUN
ap-9969	21	34	and	and	CCONJ
ap-9969	21	35	presentation	presentation	NOUN
ap-9969	21	36	,	,	PUNCT
ap-9969	21	37	user	user	NOUN
ap-9969	21	38	authorisation	authorisation	NOUN
ap-9969	21	39	and	and	CCONJ
ap-9969	21	40	interactions	interaction	NOUN
ap-9969	21	41	,	,	PUNCT
ap-9969	21	42	and	and	CCONJ
ap-9969	21	43	presentation	presentation	NOUN
ap-9969	21	44	of	of	ADP
ap-9969	21	45	processing	processing	NOUN
ap-9969	21	46	results	result	NOUN
ap-9969	21	47	.	.	PUNCT
ap-9969	22	1	the	the	DET
ap-9969	22	2	actual	actual	ADJ
ap-9969	22	3	data	datum	NOUN
ap-9969	22	4	processing	processing	NOUN
ap-9969	22	5	is	be	AUX
ap-9969	22	6	handled	handle	VERB
ap-9969	22	7	in	in	ADP
ap-9969	22	8	the	the	DET
ap-9969	22	9	background	background	NOUN
ap-9969	22	10	by	by	ADP
ap-9969	22	11	celery	celery	NOUN
ap-9969	22	12	[	[	X
ap-9969	22	13	20	20	NUM
ap-9969	22	14	]	]	PUNCT
ap-9969	22	15	distributed	distribute	VERB
ap-9969	22	16	task	task	NOUN
ap-9969	22	17	queue	queue	NOUN
ap-9969	22	18	that	that	PRON
ap-9969	22	19	runs	run	VERB
ap-9969	22	20	custom	custom	PROPN
ap-9969	22	21	python	python	PROPN
ap-9969	22	22	code	code	NOUN
ap-9969	22	23	based	base	VERB
ap-9969	22	24	on	on	ADP
ap-9969	22	25	stdpipe	stdpipe	ADJ
ap-9969	22	26	[	[	X
ap-9969	22	27	16	16	NUM
ap-9969	22	28	]	]	PUNCT
ap-9969	22	29	library	library	NOUN
ap-9969	22	30	.	.	PUNCT
ap-9969	23	1	3the	3the	DET
ap-9969	23	2	code	code	NOUN
ap-9969	23	3	of	of	ADP
ap-9969	23	4	stdweb	stdweb	NOUN
ap-9969	23	5	is	be	AUX
ap-9969	23	6	available	available	ADJ
ap-9969	23	7	at	at	ADP
ap-9969	23	8	[	[	X
ap-9969	23	9	18	18	NUM
ap-9969	23	10	]	]	PUNCT
ap-9969	23	11	.	.	PUNCT
ap-9969	24	1	50	50	NUM
ap-9969	24	2	https://doi.org/10.14311/ap.2025.65.0050	https://doi.org/10.14311/ap.2025.65.0050	PROPN
ap-9969	24	3	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
ap-9969	24	4	https://www.cvut.cz/en	https://www.cvut.cz/en	NUM
ap-9969	24	5	vol	vol	NOUN
ap-9969	24	6	.	.	PROPN
ap-9969	24	7	65	65	NUM
ap-9969	25	1	no	no	INTJ
ap-9969	25	2	.	.	PUNCT
ap-9969	26	1	1/2025	1/2025	NUM
ap-9969	26	2	simple	simple	ADJ
ap-9969	26	3	transient	transient	NOUN
ap-9969	26	4	detection	detection	NOUN
ap-9969	26	5	for	for	ADP
ap-9969	26	6	the	the	DET
ap-9969	26	7	web	web	NOUN
ap-9969	26	8	stdpipe4	stdpipe4	NOUN
ap-9969	26	9	is	be	AUX
ap-9969	26	10	a	a	DET
ap-9969	26	11	set	set	NOUN
ap-9969	26	12	of	of	ADP
ap-9969	26	13	python	python	NOUN
ap-9969	26	14	routines	routine	NOUN
ap-9969	26	15	for	for	ADP
ap-9969	26	16	astrometry	astrometry	NOUN
ap-9969	26	17	,	,	PUNCT
ap-9969	26	18	photometry	photometry	NOUN
ap-9969	26	19	,	,	PUNCT
ap-9969	26	20	and	and	CCONJ
ap-9969	26	21	transient	transient	ADJ
ap-9969	26	22	detection	detection	NOUN
ap-9969	26	23	related	relate	VERB
ap-9969	26	24	tasks	task	NOUN
ap-9969	26	25	,	,	PUNCT
ap-9969	26	26	intended	intend	VERB
ap-9969	26	27	for	for	ADP
ap-9969	26	28	quick	quick	ADJ
ap-9969	26	29	and	and	CCONJ
ap-9969	26	30	easy	easy	ADJ
ap-9969	26	31	implementation	implementation	NOUN
ap-9969	26	32	of	of	ADP
ap-9969	26	33	custom	custom	NOUN
ap-9969	26	34	pipelines	pipeline	NOUN
ap-9969	26	35	,	,	PUNCT
ap-9969	26	36	and	and	CCONJ
ap-9969	26	37	for	for	ADP
ap-9969	26	38	interactive	interactive	ADJ
ap-9969	26	39	data	datum	NOUN
ap-9969	26	40	analysis	analysis	NOUN
ap-9969	26	41	,	,	PUNCT
ap-9969	26	42	implemented	implement	VERB
ap-9969	26	43	as	as	ADP
ap-9969	26	44	a	a	DET
ap-9969	26	45	library	library	NOUN
ap-9969	26	46	that	that	PRON
ap-9969	26	47	tries	try	VERB
ap-9969	26	48	to	to	AUX
ap-9969	26	49	both	both	PRON
ap-9969	26	50	wrap	wrap	VERB
ap-9969	26	51	in	in	ADP
ap-9969	26	52	pythonic	pythonic	ADJ
ap-9969	26	53	way	way	NOUN
ap-9969	26	54	the	the	DET
ap-9969	26	55	access	access	NOUN
ap-9969	26	56	to	to	ADP
ap-9969	26	57	common	common	ADJ
ap-9969	26	58	command	command	NOUN
ap-9969	26	59	-	-	PUNCT
ap-9969	26	60	line	line	NOUN
ap-9969	26	61	tools	tool	NOUN
ap-9969	26	62	,	,	PUNCT
ap-9969	26	63	such	such	ADJ
ap-9969	26	64	as	as	ADP
ap-9969	26	65	sextractor	sextractor	NOUN
ap-9969	26	66	[	[	X
ap-9969	26	67	11	11	NUM
ap-9969	26	68	]	]	PUNCT
ap-9969	26	69	,	,	PUNCT
ap-9969	26	70	scamp	scamp	ADJ
ap-9969	26	71	[	[	X
ap-9969	26	72	23	23	NUM
ap-9969	26	73	]	]	PUNCT
ap-9969	26	74	,	,	PUNCT
ap-9969	26	75	swarp	swarp	NOUN
ap-9969	26	76	[	[	X
ap-9969	26	77	24	24	NUM
ap-9969	26	78	]	]	PUNCT
ap-9969	26	79	,	,	PUNCT
ap-9969	26	80	hotpants	hotpant	NOUN
ap-9969	26	81	[	[	X
ap-9969	26	82	25	25	NUM
ap-9969	26	83	]	]	PUNCT
ap-9969	26	84	or	or	CCONJ
ap-9969	26	85	astrometry.net	astrometry.net	X
ap-9969	26	86	[	[	X
ap-9969	26	87	17	17	NUM
ap-9969	26	88	]	]	PUNCT
ap-9969	26	89	,	,	PUNCT
ap-9969	26	90	and	and	CCONJ
ap-9969	26	91	to	to	PART
ap-9969	26	92	provide	provide	VERB
ap-9969	26	93	extensive	extensive	ADJ
ap-9969	26	94	set	set	NOUN
ap-9969	26	95	of	of	ADP
ap-9969	26	96	higher	high	ADJ
ap-9969	26	97	-	-	PUNCT
ap-9969	26	98	level	level	NOUN
ap-9969	26	99	routines	routine	NOUN
ap-9969	26	100	e.g.	e.g.	ADV
ap-9969	26	101	for	for	ADP
ap-9969	26	102	aperture	aperture	ADJ
ap-9969	26	103	photometry	photometry	NOUN
ap-9969	26	104	,	,	PUNCT
ap-9969	26	105	photometric	photometric	ADJ
ap-9969	26	106	calibration	calibration	NOUN
ap-9969	26	107	or	or	CCONJ
ap-9969	26	108	transient	transient	ADJ
ap-9969	26	109	candidate	candidate	NOUN
ap-9969	26	110	filtering	filtering	NOUN
ap-9969	26	111	.	.	PUNCT
ap-9969	27	1	stdweb	stdweb	PROPN
ap-9969	27	2	uses	use	VERB
ap-9969	27	3	these	these	DET
ap-9969	27	4	routines	routine	NOUN
ap-9969	27	5	for	for	ADP
ap-9969	27	6	performing	perform	VERB
ap-9969	27	7	its	its	PRON
ap-9969	27	8	operation	operation	NOUN
ap-9969	27	9	,	,	PUNCT
ap-9969	27	10	while	while	SCONJ
ap-9969	27	11	adding	add	VERB
ap-9969	27	12	a	a	DET
ap-9969	27	13	set	set	NOUN
ap-9969	27	14	of	of	ADP
ap-9969	27	15	heuristics	heuristic	NOUN
ap-9969	27	16	on	on	ADP
ap-9969	27	17	top	top	NOUN
ap-9969	27	18	of	of	ADP
ap-9969	27	19	that	that	PRON
ap-9969	27	20	for	for	ADP
ap-9969	27	21	guessing	guess	VERB
ap-9969	27	22	best	good	ADJ
ap-9969	27	23	parameters	parameter	NOUN
ap-9969	27	24	for	for	ADP
ap-9969	27	25	various	various	ADJ
ap-9969	27	26	steps	step	NOUN
ap-9969	27	27	,	,	PUNCT
ap-9969	27	28	as	as	ADV
ap-9969	27	29	well	well	ADV
ap-9969	27	30	as	as	ADP
ap-9969	27	31	implements	implement	VERB
ap-9969	27	32	some	some	DET
ap-9969	27	33	routines	routine	NOUN
ap-9969	27	34	that	that	PRON
ap-9969	27	35	are	be	AUX
ap-9969	27	36	specific	specific	ADJ
ap-9969	27	37	for	for	ADP
ap-9969	27	38	its	its	PRON
ap-9969	27	39	operation	operation	NOUN
ap-9969	27	40	and	and	CCONJ
ap-9969	27	41	not	not	PART
ap-9969	27	42	yet	yet	ADV
ap-9969	27	43	included	include	VERB
ap-9969	27	44	in	in	ADP
ap-9969	27	45	the	the	DET
ap-9969	27	46	stdpipe	stdpipe	NOUN
ap-9969	27	47	.	.	PUNCT
ap-9969	28	1	an	an	DET
ap-9969	28	2	overview	overview	NOUN
ap-9969	28	3	of	of	ADP
ap-9969	28	4	external	external	ADJ
ap-9969	28	5	tools	tool	NOUN
ap-9969	28	6	and	and	CCONJ
ap-9969	28	7	libraries	library	NOUN
ap-9969	28	8	used	use	VERB
ap-9969	28	9	by	by	ADP
ap-9969	28	10	stdweb	stdweb	ADJ
ap-9969	28	11	is	be	AUX
ap-9969	28	12	listed	list	VERB
ap-9969	28	13	in	in	ADP
ap-9969	28	14	table	table	NOUN
ap-9969	28	15	1	1	NUM
ap-9969	28	16	.	.	PUNCT
ap-9969	29	1	stdweb	stdweb	PROPN
ap-9969	29	2	allows	allow	VERB
ap-9969	29	3	the	the	DET
ap-9969	29	4	user	user	NOUN
ap-9969	29	5	to	to	PART
ap-9969	29	6	either	either	CCONJ
ap-9969	29	7	upload	upload	VERB
ap-9969	29	8	the	the	DET
ap-9969	29	9	image	image	NOUN
ap-9969	29	10	in	in	ADP
ap-9969	29	11	fits	fit	NOUN
ap-9969	29	12	format	format	NOUN
ap-9969	29	13	via	via	ADP
ap-9969	29	14	a	a	DET
ap-9969	29	15	web	web	NOUN
ap-9969	29	16	browser	browser	NOUN
ap-9969	29	17	,	,	PUNCT
ap-9969	29	18	or	or	CCONJ
ap-9969	29	19	to	to	PART
ap-9969	29	20	select	select	VERB
ap-9969	29	21	one	one	NUM
ap-9969	29	22	from	from	ADP
ap-9969	29	23	local	local	ADJ
ap-9969	29	24	storage	storage	NOUN
ap-9969	29	25	(	(	PUNCT
ap-9969	29	26	e.g.	e.g.	ADV
ap-9969	29	27	telescope	telescope	NOUN
ap-9969	29	28	or	or	CCONJ
ap-9969	29	29	project	project	NOUN
ap-9969	29	30	-	-	PUNCT
ap-9969	29	31	specific	specific	ADJ
ap-9969	29	32	data	datum	NOUN
ap-9969	29	33	archive	archive	NOUN
ap-9969	29	34	available	available	ADJ
ap-9969	29	35	in	in	ADP
ap-9969	29	36	the	the	DET
ap-9969	29	37	file	file	NOUN
ap-9969	29	38	system	system	NOUN
ap-9969	29	39	)	)	PUNCT
ap-9969	29	40	via	via	ADP
ap-9969	29	41	built	build	VERB
ap-9969	29	42	-	-	PUNCT
ap-9969	29	43	in	in	ADP
ap-9969	29	44	file	file	NOUN
ap-9969	29	45	browser	browser	NOUN
ap-9969	29	46	.	.	PUNCT
ap-9969	30	1	upon	upon	SCONJ
ap-9969	30	2	importing	import	VERB
ap-9969	30	3	,	,	PUNCT
ap-9969	30	4	a	a	DET
ap-9969	30	5	dedicated	dedicated	ADJ
ap-9969	30	6	task	task	NOUN
ap-9969	30	7	is	be	AUX
ap-9969	30	8	created	create	VERB
ap-9969	30	9	for	for	ADP
ap-9969	30	10	the	the	DET
ap-9969	30	11	image	image	NOUN
ap-9969	30	12	that	that	PRON
ap-9969	30	13	will	will	AUX
ap-9969	30	14	hold	hold	VERB
ap-9969	30	15	the	the	DET
ap-9969	30	16	configuration	configuration	NOUN
ap-9969	30	17	,	,	PUNCT
ap-9969	30	18	intermediate	intermediate	ADJ
ap-9969	30	19	processing	processing	NOUN
ap-9969	30	20	results	result	NOUN
ap-9969	30	21	and	and	CCONJ
ap-9969	30	22	operation	operation	NOUN
ap-9969	30	23	logs	log	NOUN
ap-9969	30	24	related	relate	VERB
ap-9969	30	25	to	to	ADP
ap-9969	30	26	it	it	PRON
ap-9969	30	27	.	.	PUNCT
ap-9969	31	1	the	the	DET
ap-9969	31	2	task	task	NOUN
ap-9969	31	3	may	may	AUX
ap-9969	31	4	be	be	AUX
ap-9969	31	5	re	re	VERB
ap-9969	31	6	-	-	VERB
ap-9969	31	7	visited	visit	VERB
ap-9969	31	8	at	at	ADP
ap-9969	31	9	any	any	DET
ap-9969	31	10	time	time	NOUN
ap-9969	31	11	later	later	ADV
ap-9969	31	12	in	in	ADP
ap-9969	31	13	order	order	NOUN
ap-9969	31	14	to	to	PART
ap-9969	31	15	either	either	CCONJ
ap-9969	31	16	review	review	VERB
ap-9969	31	17	the	the	DET
ap-9969	31	18	results	result	NOUN
ap-9969	31	19	or	or	CCONJ
ap-9969	31	20	initiate	initiate	VERB
ap-9969	31	21	image	image	NOUN
ap-9969	31	22	re	re	NOUN
ap-9969	31	23	-	-	NOUN
ap-9969	31	24	processing	processing	NOUN
ap-9969	31	25	.	.	PUNCT
ap-9969	32	1	the	the	DET
ap-9969	32	2	task	task	NOUN
ap-9969	32	3	page	page	NOUN
ap-9969	32	4	contains	contain	VERB
ap-9969	32	5	several	several	ADJ
ap-9969	32	6	sub	sub	NOUN
ap-9969	32	7	-	-	ADJ
ap-9969	32	8	sections	section	NOUN
ap-9969	32	9	corresponding	correspond	VERB
ap-9969	32	10	to	to	ADP
ap-9969	32	11	different	different	ADJ
ap-9969	32	12	steps	step	NOUN
ap-9969	32	13	of	of	ADP
ap-9969	32	14	the	the	DET
ap-9969	32	15	image	image	NOUN
ap-9969	32	16	processing	processing	NOUN
ap-9969	32	17	,	,	PUNCT
ap-9969	32	18	with	with	ADP
ap-9969	32	19	each	each	DET
ap-9969	32	20	section	section	NOUN
ap-9969	32	21	having	have	VERB
ap-9969	32	22	a	a	DET
ap-9969	32	23	set	set	NOUN
ap-9969	32	24	of	of	ADP
ap-9969	32	25	controls	control	NOUN
ap-9969	32	26	for	for	ADP
ap-9969	32	27	adjusting	adjust	VERB
ap-9969	32	28	the	the	DET
ap-9969	32	29	parameters	parameter	NOUN
ap-9969	32	30	relevant	relevant	ADJ
ap-9969	32	31	for	for	ADP
ap-9969	32	32	that	that	DET
ap-9969	32	33	step	step	NOUN
ap-9969	32	34	,	,	PUNCT
ap-9969	32	35	textual	textual	ADJ
ap-9969	32	36	log	log	NOUN
ap-9969	32	37	of	of	ADP
ap-9969	32	38	its	its	PRON
ap-9969	32	39	execution	execution	NOUN
ap-9969	32	40	containing	contain	VERB
ap-9969	32	41	various	various	ADJ
ap-9969	32	42	diagnostic	diagnostic	ADJ
ap-9969	32	43	outputs	output	NOUN
ap-9969	32	44	,	,	PUNCT
ap-9969	32	45	such	such	ADJ
ap-9969	32	46	as	as	ADP
ap-9969	32	47	details	detail	NOUN
ap-9969	32	48	of	of	ADP
ap-9969	32	49	running	run	VERB
ap-9969	32	50	external	external	ADJ
ap-9969	32	51	commands	command	NOUN
ap-9969	32	52	or	or	CCONJ
ap-9969	32	53	links	link	NOUN
ap-9969	32	54	to	to	PART
ap-9969	32	55	output	output	NOUN
ap-9969	32	56	files	file	NOUN
ap-9969	32	57	,	,	PUNCT
ap-9969	32	58	and	and	CCONJ
ap-9969	32	59	a	a	DET
ap-9969	32	60	set	set	NOUN
ap-9969	32	61	of	of	ADP
ap-9969	32	62	diagnostic	diagnostic	ADJ
ap-9969	32	63	images	image	NOUN
ap-9969	32	64	and	and	CCONJ
ap-9969	32	65	plots	plot	NOUN
ap-9969	32	66	,	,	PUNCT
ap-9969	32	67	each	each	PRON
ap-9969	32	68	available	available	ADJ
ap-9969	32	69	for	for	ADP
ap-9969	32	70	better	well	ADJ
ap-9969	32	71	viewing	view	VERB
ap-9969	32	72	in	in	ADP
ap-9969	32	73	a	a	DET
ap-9969	32	74	pop	pop	VERB
ap-9969	32	75	-	-	PUNCT
ap-9969	32	76	up	up	NOUN
ap-9969	32	77	window	window	NOUN
ap-9969	32	78	or	or	CCONJ
ap-9969	32	79	for	for	ADP
ap-9969	32	80	download	download	NOUN
ap-9969	32	81	.	.	PUNCT
ap-9969	33	1	popups	popup	NOUN
ap-9969	33	2	for	for	ADP
ap-9969	33	3	fits	fit	NOUN
ap-9969	33	4	images	image	NOUN
ap-9969	33	5	specifically	specifically	ADV
ap-9969	33	6	support	support	VERB
ap-9969	33	7	adjusting	adjust	VERB
ap-9969	33	8	the	the	DET
ap-9969	33	9	pixel	pixel	NOUN
ap-9969	33	10	value	value	NOUN
ap-9969	33	11	scaling	scaling	NOUN
ap-9969	33	12	and	and	CCONJ
ap-9969	33	13	stretching	stretch	VERB
ap-9969	33	14	,	,	PUNCT
ap-9969	33	15	zooming	zoom	VERB
ap-9969	33	16	in	in	ADP
ap-9969	33	17	,	,	PUNCT
ap-9969	33	18	and	and	CCONJ
ap-9969	33	19	overplotting	overplotting	NOUN
ap-9969	33	20	of	of	ADP
ap-9969	33	21	coordinate	coordinate	NOUN
ap-9969	33	22	grids	grid	NOUN
ap-9969	33	23	,	,	PUNCT
ap-9969	33	24	positions	position	NOUN
ap-9969	33	25	of	of	ADP
ap-9969	33	26	userspecified	userspecified	ADJ
ap-9969	33	27	targets	target	NOUN
ap-9969	33	28	,	,	PUNCT
ap-9969	33	29	detected	detect	VERB
ap-9969	33	30	objects	object	NOUN
ap-9969	33	31	,	,	PUNCT
ap-9969	33	32	and	and	CCONJ
ap-9969	33	33	catalogue	catalogue	NOUN
ap-9969	33	34	stars	star	NOUN
ap-9969	33	35	.	.	PUNCT
ap-9969	34	1	an	an	DET
ap-9969	34	2	overall	overall	ADJ
ap-9969	34	3	view	view	NOUN
ap-9969	34	4	of	of	ADP
ap-9969	34	5	the	the	DET
ap-9969	34	6	user	user	NOUN
ap-9969	34	7	interface	interface	NOUN
ap-9969	34	8	with	with	ADP
ap-9969	34	9	its	its	PRON
ap-9969	34	10	various	various	ADJ
ap-9969	34	11	pages	page	NOUN
ap-9969	34	12	is	be	AUX
ap-9969	34	13	shown	show	VERB
ap-9969	34	14	in	in	ADP
ap-9969	34	15	figure	figure	NOUN
ap-9969	34	16	1	1	NUM
ap-9969	34	17	.	.	PUNCT
ap-9969	35	1	figure	figure	NOUN
ap-9969	35	2	2	2	NUM
ap-9969	35	3	shows	show	VERB
ap-9969	35	4	an	an	DET
ap-9969	35	5	overview	overview	NOUN
ap-9969	35	6	of	of	ADP
ap-9969	35	7	the	the	DET
ap-9969	35	8	image	image	NOUN
ap-9969	35	9	processing	processing	NOUN
ap-9969	35	10	steps	step	NOUN
ap-9969	35	11	which	which	PRON
ap-9969	35	12	are	be	AUX
ap-9969	35	13	discussed	discuss	VERB
ap-9969	35	14	in	in	ADP
ap-9969	35	15	more	more	ADJ
ap-9969	35	16	details	detail	NOUN
ap-9969	35	17	below	below	ADV
ap-9969	35	18	.	.	PUNCT
ap-9969	36	1	3	3	X
ap-9969	36	2	.	.	X
ap-9969	36	3	image	image	NOUN
ap-9969	36	4	calibration	calibration	NOUN
ap-9969	36	5	prior	prior	ADV
ap-9969	36	6	to	to	ADP
ap-9969	36	7	transient	transient	ADJ
ap-9969	36	8	detection	detection	NOUN
ap-9969	36	9	,	,	PUNCT
ap-9969	36	10	the	the	DET
ap-9969	36	11	image	image	NOUN
ap-9969	36	12	–	–	PUNCT
ap-9969	36	13	we	we	PRON
ap-9969	36	14	assume	assume	VERB
ap-9969	36	15	it	it	PRON
ap-9969	36	16	to	to	PART
ap-9969	36	17	be	be	AUX
ap-9969	36	18	science	science	NOUN
ap-9969	36	19	-	-	PUNCT
ap-9969	36	20	ready	ready	ADJ
ap-9969	36	21	,	,	PUNCT
ap-9969	36	22	i.e.	i.e.	X
ap-9969	36	23	already	already	ADV
ap-9969	36	24	passed	pass	VERB
ap-9969	36	25	through	through	ADP
ap-9969	36	26	the	the	DET
ap-9969	36	27	instrument	instrument	NOUN
ap-9969	36	28	-	-	PUNCT
ap-9969	36	29	specific	specific	ADJ
ap-9969	36	30	pre	pre	ADJ
ap-9969	36	31	-	-	ADJ
ap-9969	36	32	processing	processing	ADJ
ap-9969	36	33	,	,	PUNCT
ap-9969	36	34	such	such	ADJ
ap-9969	36	35	as	as	ADP
ap-9969	36	36	bias	bias	NOUN
ap-9969	36	37	and	and	CCONJ
ap-9969	36	38	dark	dark	ADJ
ap-9969	36	39	current	current	ADJ
ap-9969	36	40	removal	removal	NOUN
ap-9969	36	41	and	and	CCONJ
ap-9969	36	42	flat	flat	ADV
ap-9969	36	43	-	-	PUNCT
ap-9969	36	44	fielding	fielding	NOUN
ap-9969	36	45	–	–	PUNCT
ap-9969	36	46	has	have	VERB
ap-9969	36	47	to	to	PART
ap-9969	36	48	be	be	AUX
ap-9969	36	49	properly	properly	ADV
ap-9969	36	50	masked	mask	VERB
ap-9969	36	51	and	and	CCONJ
ap-9969	36	52	astrometrically	astrometrically	ADV
ap-9969	36	53	and	and	CCONJ
ap-9969	36	54	photometrically	photometrically	ADV
ap-9969	36	55	calibrated	calibrate	VERB
ap-9969	36	56	.	.	PUNCT
ap-9969	37	1	these	these	DET
ap-9969	37	2	steps	step	NOUN
ap-9969	37	3	are	be	AUX
ap-9969	37	4	described	describe	VERB
ap-9969	37	5	in	in	ADP
ap-9969	37	6	more	more	ADJ
ap-9969	37	7	detail	detail	NOUN
ap-9969	37	8	below	below	ADV
ap-9969	37	9	.	.	PUNCT
ap-9969	38	1	3.1	3.1	NUM
ap-9969	38	2	.	.	PUNCT
ap-9969	38	3	initial	initial	ADJ
ap-9969	38	4	image	image	NOUN
ap-9969	38	5	inspection	inspection	NOUN
ap-9969	38	6	and	and	CCONJ
ap-9969	38	7	masking	mask	VERB
ap-9969	38	8	the	the	DET
ap-9969	38	9	software	software	NOUN
ap-9969	38	10	will	will	AUX
ap-9969	38	11	automatically	automatically	ADV
ap-9969	38	12	analyse	analyse	VERB
ap-9969	38	13	the	the	DET
ap-9969	38	14	image	image	NOUN
ap-9969	38	15	trying	try	VERB
ap-9969	38	16	to	to	PART
ap-9969	38	17	extract	extract	VERB
ap-9969	38	18	relevant	relevant	ADJ
ap-9969	38	19	information	information	NOUN
ap-9969	38	20	from	from	ADP
ap-9969	38	21	its	its	PRON
ap-9969	38	22	fits	fit	NOUN
ap-9969	38	23	header	header	NOUN
ap-9969	38	24	using	use	VERB
ap-9969	38	25	a	a	DET
ap-9969	38	26	set	set	NOUN
ap-9969	38	27	of	of	ADP
ap-9969	38	28	common	common	ADJ
ap-9969	38	29	keywords	keyword	NOUN
ap-9969	38	30	that	that	PRON
ap-9969	38	31	define	define	VERB
ap-9969	38	32	the	the	DET
ap-9969	38	33	4stdpipe	4stdpipe	NUM
ap-9969	38	34	is	be	AUX
ap-9969	38	35	available	available	ADJ
ap-9969	38	36	at	at	ADP
ap-9969	38	37	[	[	X
ap-9969	38	38	21	21	NUM
ap-9969	38	39	]	]	PUNCT
ap-9969	38	40	and	and	CCONJ
ap-9969	38	41	is	be	AUX
ap-9969	38	42	documented	document	VERB
ap-9969	38	43	at	at	ADP
ap-9969	38	44	[	[	X
ap-9969	38	45	22	22	NUM
ap-9969	38	46	]	]	PUNCT
ap-9969	38	47	.	.	PUNCT
ap-9969	39	1	name	name	NOUN
ap-9969	39	2	purpose	purpose	NOUN
ap-9969	39	3	ref	ref	NOUN
ap-9969	39	4	.	.	PUNCT
ap-9969	40	1	external	external	ADJ
ap-9969	40	2	tools	tool	NOUN
ap-9969	40	3	sextractor	sextractor	NOUN
ap-9969	40	4	object	object	NOUN
ap-9969	40	5	detection	detection	NOUN
ap-9969	41	1	[	[	X
ap-9969	41	2	11	11	NUM
ap-9969	41	3	]	]	PUNCT
ap-9969	41	4	astrometry.net	astrometry.net	X
ap-9969	41	5	astrometric	astrometric	ADJ
ap-9969	41	6	solution	solution	NOUN
ap-9969	41	7	[	[	X
ap-9969	41	8	17	17	NUM
ap-9969	41	9	]	]	PUNCT
ap-9969	41	10	scamp	scamp	NOUN
ap-9969	41	11	astrometric	astrometric	ADJ
ap-9969	41	12	refinement	refinement	NOUN
ap-9969	42	1	[	[	X
ap-9969	42	2	23	23	NUM
ap-9969	42	3	]	]	X
ap-9969	42	4	swarp	swarp	ADJ
ap-9969	42	5	image	image	NOUN
ap-9969	42	6	re	re	NOUN
ap-9969	42	7	-	-	NOUN
ap-9969	42	8	projection	projection	ADJ
ap-9969	42	9	[	[	X
ap-9969	42	10	24	24	NUM
ap-9969	42	11	]	]	PUNCT
ap-9969	42	12	hotpants	hotpants	PROPN
ap-9969	42	13	image	image	NOUN
ap-9969	42	14	subtraction	subtraction	NOUN
ap-9969	42	15	[	[	X
ap-9969	42	16	25	25	NUM
ap-9969	42	17	]	]	PUNCT
ap-9969	42	18	python	python	NOUN
ap-9969	42	19	libraries	library	NOUN
ap-9969	42	20	astropy	astropy	VERB
ap-9969	42	21	overall	overall	ADJ
ap-9969	42	22	infrastructure	infrastructure	NOUN
ap-9969	43	1	[	[	X
ap-9969	43	2	12	12	NUM
ap-9969	43	3	]	]	PUNCT
ap-9969	43	4	matplotlib	matplotlib	PROPN
ap-9969	43	5	visualization	visualization	NOUN
ap-9969	43	6	[	[	X
ap-9969	43	7	26	26	NUM
ap-9969	43	8	]	]	PUNCT
ap-9969	43	9	astro	astro	NOUN
ap-9969	43	10	-	-	PUNCT
ap-9969	43	11	scrappy	scrappy	ADJ
ap-9969	43	12	cosmic	cosmic	ADJ
ap-9969	43	13	ray	ray	NOUN
ap-9969	43	14	masking	masking	NOUN
ap-9969	44	1	[	[	X
ap-9969	44	2	27	27	NUM
ap-9969	44	3	]	]	X
ap-9969	44	4	photutils	photutil	VERB
ap-9969	44	5	aperture	aperture	ADJ
ap-9969	44	6	photometry	photometry	NOUN
ap-9969	44	7	[	[	X
ap-9969	44	8	13	13	NUM
ap-9969	44	9	]	]	PUNCT
ap-9969	44	10	astroquery	astroquery	NOUN
ap-9969	44	11	catalogue	catalogue	NOUN
ap-9969	44	12	access	access	NOUN
ap-9969	44	13	[	[	X
ap-9969	44	14	28	28	NUM
ap-9969	44	15	]	]	X
ap-9969	44	16	reproject	reproject	PROPN
ap-9969	44	17	image	image	PROPN
ap-9969	44	18	re	re	NOUN
ap-9969	44	19	-	-	NOUN
ap-9969	44	20	projection	projection	ADJ
ap-9969	44	21	[	[	X
ap-9969	44	22	29	29	NUM
ap-9969	44	23	]	]	X
ap-9969	44	24	scikit	scikit	NOUN
ap-9969	44	25	-	-	PUNCT
ap-9969	44	26	learn	learn	VERB
ap-9969	44	27	machine	machine	NOUN
ap-9969	44	28	learning	learn	VERB
ap-9969	44	29	[	[	X
ap-9969	44	30	30	30	NUM
ap-9969	44	31	]	]	PUNCT
ap-9969	44	32	django	django	PROPN
ap-9969	44	33	web	web	NOUN
ap-9969	44	34	interface	interface	NOUN
ap-9969	44	35	celery	celery	NOUN
ap-9969	44	36	backend	backend	NOUN
ap-9969	44	37	processing	processing	NOUN
ap-9969	44	38	table	table	NOUN
ap-9969	44	39	1	1	NUM
ap-9969	44	40	.	.	PUNCT
ap-9969	44	41	external	external	ADJ
ap-9969	44	42	software	software	NOUN
ap-9969	44	43	and	and	CCONJ
ap-9969	44	44	libraries	library	NOUN
ap-9969	44	45	that	that	PRON
ap-9969	44	46	stdweb	stdweb	PROPN
ap-9969	44	47	uses	use	VERB
ap-9969	44	48	at	at	ADP
ap-9969	44	49	various	various	ADJ
ap-9969	44	50	steps	step	NOUN
ap-9969	44	51	of	of	ADP
ap-9969	44	52	its	its	PRON
ap-9969	44	53	operation	operation	NOUN
ap-9969	44	54	.	.	PUNCT
ap-9969	45	1	upper	upper	ADJ
ap-9969	45	2	half	half	NOUN
ap-9969	45	3	of	of	ADP
ap-9969	45	4	the	the	DET
ap-9969	45	5	list	list	NOUN
ap-9969	45	6	contains	contain	VERB
ap-9969	45	7	external	external	ADJ
ap-9969	45	8	binaries	binary	NOUN
ap-9969	45	9	that	that	PRON
ap-9969	45	10	should	should	AUX
ap-9969	45	11	be	be	AUX
ap-9969	45	12	installed	instal	VERB
ap-9969	45	13	separately	separately	ADV
ap-9969	45	14	while	while	SCONJ
ap-9969	45	15	deploying	deploy	VERB
ap-9969	45	16	the	the	DET
ap-9969	45	17	application	application	NOUN
ap-9969	45	18	,	,	PUNCT
ap-9969	45	19	while	while	SCONJ
ap-9969	45	20	lower	low	ADJ
ap-9969	45	21	part	part	NOUN
ap-9969	45	22	lists	list	VERB
ap-9969	45	23	python	python	NOUN
ap-9969	45	24	libraries	library	NOUN
ap-9969	45	25	that	that	PRON
ap-9969	45	26	are	be	AUX
ap-9969	45	27	installed	instal	VERB
ap-9969	45	28	automatically	automatically	ADV
ap-9969	45	29	during	during	ADP
ap-9969	45	30	the	the	DET
ap-9969	45	31	deployment	deployment	NOUN
ap-9969	45	32	.	.	PUNCT
ap-9969	46	1	image	image	NOUN
ap-9969	46	2	timestamp	timestamp	NOUN
ap-9969	46	3	,	,	PUNCT
ap-9969	46	4	its	its	PRON
ap-9969	46	5	saturation	saturation	NOUN
ap-9969	46	6	level	level	NOUN
ap-9969	46	7	,	,	PUNCT
ap-9969	46	8	gain	gain	VERB
ap-9969	46	9	settings	setting	NOUN
ap-9969	46	10	,	,	PUNCT
ap-9969	46	11	etc	etc	X
ap-9969	46	12	.	.	X
ap-9969	47	1	all	all	DET
ap-9969	47	2	these	these	DET
ap-9969	47	3	settings	setting	NOUN
ap-9969	47	4	may	may	AUX
ap-9969	47	5	also	also	ADV
ap-9969	47	6	be	be	AUX
ap-9969	47	7	directly	directly	ADV
ap-9969	47	8	provided	provide	VERB
ap-9969	47	9	by	by	ADP
ap-9969	47	10	the	the	DET
ap-9969	47	11	user	user	NOUN
ap-9969	47	12	,	,	PUNCT
ap-9969	47	13	if	if	SCONJ
ap-9969	47	14	the	the	DET
ap-9969	47	15	information	information	NOUN
ap-9969	47	16	is	be	AUX
ap-9969	47	17	absent	absent	ADJ
ap-9969	47	18	in	in	ADP
ap-9969	47	19	the	the	DET
ap-9969	47	20	header	header	NOUN
ap-9969	47	21	,	,	PUNCT
ap-9969	47	22	or	or	CCONJ
ap-9969	47	23	is	be	AUX
ap-9969	47	24	wrong	wrong	ADJ
ap-9969	47	25	–	–	PUNCT
ap-9969	47	26	the	the	DET
ap-9969	47	27	software	software	NOUN
ap-9969	47	28	performs	perform	VERB
ap-9969	47	29	some	some	DET
ap-9969	47	30	basic	basic	ADJ
ap-9969	47	31	checks	check	NOUN
ap-9969	47	32	of	of	ADP
ap-9969	47	33	whether	whether	SCONJ
ap-9969	47	34	the	the	DET
ap-9969	47	35	values	value	NOUN
ap-9969	47	36	are	be	AUX
ap-9969	47	37	compatible	compatible	ADJ
ap-9969	47	38	with	with	ADP
ap-9969	47	39	actual	actual	ADJ
ap-9969	47	40	data	datum	NOUN
ap-9969	47	41	range	range	NOUN
ap-9969	47	42	of	of	ADP
ap-9969	47	43	the	the	DET
ap-9969	47	44	pixel	pixel	PROPN
ap-9969	47	45	values	value	NOUN
ap-9969	47	46	,	,	PUNCT
ap-9969	47	47	in	in	ADP
ap-9969	47	48	order	order	NOUN
ap-9969	47	49	to	to	PART
ap-9969	47	50	detect	detect	VERB
ap-9969	47	51	stacked	stack	VERB
ap-9969	47	52	or	or	CCONJ
ap-9969	47	53	re	re	ADJ
ap-9969	47	54	-	-	ADJ
ap-9969	47	55	scaled	scale	VERB
ap-9969	47	56	images	image	NOUN
ap-9969	47	57	,	,	PUNCT
ap-9969	47	58	and	and	CCONJ
ap-9969	47	59	informs	inform	VERB
ap-9969	47	60	the	the	DET
ap-9969	47	61	user	user	NOUN
ap-9969	47	62	if	if	SCONJ
ap-9969	47	63	it	it	PRON
ap-9969	47	64	detects	detect	VERB
ap-9969	47	65	some	some	DET
ap-9969	47	66	potential	potential	ADJ
ap-9969	47	67	problem	problem	NOUN
ap-9969	47	68	with	with	ADP
ap-9969	47	69	it	it	PRON
ap-9969	47	70	.	.	PUNCT
ap-9969	48	1	the	the	DET
ap-9969	48	2	software	software	NOUN
ap-9969	48	3	also	also	ADV
ap-9969	48	4	tries	try	VERB
ap-9969	48	5	to	to	PART
ap-9969	48	6	sanitise	sanitise	VERB
ap-9969	48	7	the	the	DET
ap-9969	48	8	astrometric	astrometric	ADJ
ap-9969	48	9	information	information	NOUN
ap-9969	48	10	in	in	ADP
ap-9969	48	11	the	the	DET
ap-9969	48	12	header	header	NOUN
ap-9969	48	13	,	,	PUNCT
ap-9969	48	14	removing	remove	VERB
ap-9969	48	15	or	or	CCONJ
ap-9969	48	16	modifying	modify	VERB
ap-9969	48	17	some	some	DET
ap-9969	48	18	keywords	keyword	NOUN
ap-9969	48	19	produced	produce	VERB
ap-9969	48	20	by	by	ADP
ap-9969	48	21	popular	popular	ADJ
ap-9969	48	22	software	software	NOUN
ap-9969	48	23	that	that	PRON
ap-9969	48	24	break	break	VERB
ap-9969	48	25	astropy	astropy	VERB
ap-9969	48	26	wcs	wcs	NOUN
ap-9969	48	27	module	module	NOUN
ap-9969	48	28	.	.	PUNCT
ap-9969	49	1	taking	take	VERB
ap-9969	49	2	into	into	ADP
ap-9969	49	3	account	account	NOUN
ap-9969	49	4	the	the	DET
ap-9969	49	5	saturation	saturation	NOUN
ap-9969	49	6	level	level	NOUN
ap-9969	49	7	and	and	CCONJ
ap-9969	49	8	gain	gain	NOUN
ap-9969	49	9	,	,	PUNCT
ap-9969	49	10	the	the	DET
ap-9969	49	11	software	software	NOUN
ap-9969	49	12	then	then	ADV
ap-9969	49	13	creates	create	VERB
ap-9969	49	14	a	a	DET
ap-9969	49	15	mask	mask	NOUN
ap-9969	49	16	of	of	ADP
ap-9969	49	17	pixels	pixel	NOUN
ap-9969	49	18	to	to	PART
ap-9969	49	19	be	be	AUX
ap-9969	49	20	excluded	exclude	VERB
ap-9969	49	21	from	from	ADP
ap-9969	49	22	the	the	DET
ap-9969	49	23	consequent	consequent	ADJ
ap-9969	49	24	analysis	analysis	NOUN
ap-9969	49	25	,	,	PUNCT
ap-9969	49	26	corresponding	correspond	VERB
ap-9969	49	27	to	to	ADP
ap-9969	49	28	saturated	saturate	VERB
ap-9969	49	29	pixels	pixel	NOUN
ap-9969	49	30	and	and	CCONJ
ap-9969	49	31	cosmic	cosmic	ADJ
ap-9969	49	32	ray	ray	NOUN
ap-9969	49	33	hits	hit	VERB
ap-9969	49	34	.	.	PUNCT
ap-9969	50	1	for	for	ADP
ap-9969	50	2	detecting	detect	VERB
ap-9969	50	3	the	the	DET
ap-9969	50	4	latters	latter	NOUN
ap-9969	50	5	,	,	PUNCT
ap-9969	50	6	astroscrappy	astroscrappy	PROPN
ap-9969	50	7	[	[	X
ap-9969	50	8	27	27	NUM
ap-9969	50	9	]	]	PUNCT
ap-9969	50	10	code	code	NOUN
ap-9969	50	11	implementing	implement	VERB
ap-9969	50	12	the	the	DET
ap-9969	50	13	original	original	ADJ
ap-9969	50	14	lacosmic	lacosmic	ADJ
ap-9969	50	15	[	[	X
ap-9969	50	16	31	31	NUM
ap-9969	50	17	]	]	PUNCT
ap-9969	50	18	algorithm	algorithm	NOUN
ap-9969	50	19	is	be	AUX
ap-9969	50	20	used	use	VERB
ap-9969	50	21	.	.	PUNCT
ap-9969	51	1	as	as	SCONJ
ap-9969	51	2	we	we	PRON
ap-9969	51	3	make	make	VERB
ap-9969	51	4	no	no	DET
ap-9969	51	5	prior	prior	ADJ
ap-9969	51	6	assumptions	assumption	NOUN
ap-9969	51	7	about	about	ADP
ap-9969	51	8	the	the	DET
ap-9969	51	9	pre	pre	ADJ
ap-9969	51	10	-	-	ADJ
ap-9969	51	11	processing	processing	NOUN
ap-9969	51	12	already	already	ADV
ap-9969	51	13	applied	apply	VERB
ap-9969	51	14	to	to	ADP
ap-9969	51	15	the	the	DET
ap-9969	51	16	image	image	NOUN
ap-9969	51	17	(	(	PUNCT
ap-9969	51	18	e.g.	e.g.	ADV
ap-9969	51	19	was	be	AUX
ap-9969	51	20	it	it	PRON
ap-9969	51	21	backgroundsubtracted	backgroundsubtracte	VERB
ap-9969	51	22	or	or	CCONJ
ap-9969	51	23	not	not	PART
ap-9969	51	24	)	)	PUNCT
ap-9969	51	25	,	,	PUNCT
ap-9969	51	26	the	the	DET
ap-9969	51	27	software	software	NOUN
ap-9969	51	28	automatically	automatically	ADV
ap-9969	51	29	constructs	construct	VERB
ap-9969	51	30	the	the	DET
ap-9969	51	31	noise	noise	NOUN
ap-9969	51	32	model	model	NOUN
ap-9969	51	33	to	to	PART
ap-9969	51	34	be	be	AUX
ap-9969	51	35	used	use	VERB
ap-9969	51	36	for	for	ADP
ap-9969	51	37	these	these	DET
ap-9969	51	38	routines	routine	NOUN
ap-9969	51	39	based	base	VERB
ap-9969	51	40	on	on	ADP
ap-9969	51	41	the	the	DET
ap-9969	51	42	empirically	empirically	ADV
ap-9969	51	43	estimated	estimate	VERB
ap-9969	51	44	background	background	NOUN
ap-9969	51	45	noise	noise	NOUN
ap-9969	51	46	of	of	ADP
ap-9969	51	47	the	the	DET
ap-9969	51	48	image	image	NOUN
ap-9969	51	49	plus	plus	CCONJ
ap-9969	51	50	poissonian	poissonian	ADJ
ap-9969	51	51	noise	noise	NOUN
ap-9969	51	52	contribution	contribution	NOUN
ap-9969	51	53	for	for	ADP
ap-9969	51	54	the	the	DET
ap-9969	51	55	sources	source	NOUN
ap-9969	51	56	above	above	ADP
ap-9969	51	57	the	the	DET
ap-9969	51	58	background	background	NOUN
ap-9969	51	59	.	.	PUNCT
ap-9969	52	1	in	in	ADP
ap-9969	52	2	case	case	NOUN
ap-9969	52	3	the	the	DET
ap-9969	52	4	algorithm	algorithm	NOUN
ap-9969	52	5	misbehaves	misbehave	VERB
ap-9969	52	6	and	and	CCONJ
ap-9969	52	7	starts	start	VERB
ap-9969	52	8	masking	mask	VERB
ap-9969	52	9	normal	normal	ADJ
ap-9969	52	10	stars	star	NOUN
ap-9969	52	11	as	as	ADV
ap-9969	52	12	well	well	ADV
ap-9969	52	13	(	(	PUNCT
ap-9969	52	14	e.g.	e.g.	ADV
ap-9969	52	15	for	for	ADP
ap-9969	52	16	undersampled	undersampled	ADJ
ap-9969	52	17	images	image	NOUN
ap-9969	52	18	)	)	PUNCT
ap-9969	52	19	,	,	PUNCT
ap-9969	52	20	this	this	DET
ap-9969	52	21	step	step	NOUN
ap-9969	52	22	may	may	AUX
ap-9969	52	23	be	be	AUX
ap-9969	52	24	disabled	disable	VERB
ap-9969	52	25	by	by	ADP
ap-9969	52	26	the	the	DET
ap-9969	52	27	user	user	NOUN
ap-9969	52	28	.	.	PUNCT
ap-9969	53	1	moreover	moreover	ADV
ap-9969	53	2	,	,	PUNCT
ap-9969	53	3	the	the	DET
ap-9969	53	4	user	user	NOUN
ap-9969	53	5	may	may	AUX
ap-9969	53	6	interactively	interactively	ADV
ap-9969	53	7	create	create	VERB
ap-9969	53	8	an	an	DET
ap-9969	53	9	additional	additional	ADJ
ap-9969	53	10	“	"	PUNCT
ap-9969	53	11	custom	custom	NOUN
ap-9969	53	12	mask	mask	NOUN
ap-9969	53	13	”	"	PUNCT
ap-9969	53	14	to	to	PART
ap-9969	53	15	be	be	AUX
ap-9969	53	16	applied	apply	VERB
ap-9969	53	17	on	on	ADP
ap-9969	53	18	top	top	NOUN
ap-9969	53	19	of	of	ADP
ap-9969	53	20	the	the	DET
ap-9969	53	21	automatically	automatically	ADV
ap-9969	53	22	created	create	VERB
ap-9969	53	23	one	one	NUM
ap-9969	53	24	,	,	PUNCT
ap-9969	53	25	in	in	ADP
ap-9969	53	26	order	order	NOUN
ap-9969	53	27	to	to	PART
ap-9969	53	28	mask	mask	VERB
ap-9969	53	29	,	,	PUNCT
ap-9969	53	30	for	for	ADP
ap-9969	53	31	example	example	NOUN
ap-9969	53	32	,	,	PUNCT
ap-9969	53	33	unusable	unusable	ADJ
ap-9969	53	34	regions	region	NOUN
ap-9969	53	35	of	of	ADP
ap-9969	53	36	the	the	DET
ap-9969	53	37	image	image	NOUN
ap-9969	53	38	that	that	PRON
ap-9969	53	39	can	can	AUX
ap-9969	53	40	not	not	PART
ap-9969	53	41	be	be	AUX
ap-9969	53	42	easily	easily	ADV
ap-9969	53	43	detected	detect	VERB
ap-9969	53	44	by	by	ADP
ap-9969	53	45	the	the	DET
ap-9969	53	46	software	software	NOUN
ap-9969	53	47	(	(	PUNCT
ap-9969	53	48	heavily	heavily	ADV
ap-9969	53	49	vignetted	vignette	VERB
ap-9969	53	50	regions	region	NOUN
ap-9969	53	51	,	,	PUNCT
ap-9969	53	52	overscans	overscan	NOUN
ap-9969	53	53	,	,	PUNCT
ap-9969	53	54	imaging	imaging	NOUN
ap-9969	53	55	artefacts	artefact	NOUN
ap-9969	53	56	or	or	CCONJ
ap-9969	53	57	significant	significant	ADJ
ap-9969	53	58	reflections	reflection	NOUN
ap-9969	53	59	)	)	PUNCT
ap-9969	53	60	.	.	PUNCT
ap-9969	54	1	51	51	NUM
ap-9969	54	2	sergey	sergey	PROPN
ap-9969	54	3	karpov	karpov	PROPN
ap-9969	54	4	acta	acta	PROPN
ap-9969	54	5	polytechnica	polytechnica	PROPN
ap-9969	54	6	(	(	PUNCT
ap-9969	54	7	a	a	NOUN
ap-9969	54	8	)	)	PUNCT
ap-9969	54	9	.	.	PUNCT
ap-9969	55	1	image	image	NOUN
ap-9969	55	2	upload	upload	VERB
ap-9969	55	3	page	page	NOUN
ap-9969	55	4	.	.	PUNCT
ap-9969	56	1	(	(	PUNCT
ap-9969	56	2	b	b	NOUN
ap-9969	56	3	)	)	PUNCT
ap-9969	56	4	.	.	PUNCT
ap-9969	57	1	built	build	VERB
ap-9969	57	2	-	-	PUNCT
ap-9969	57	3	in	in	ADP
ap-9969	57	4	file	file	NOUN
ap-9969	57	5	browser	browser	NOUN
ap-9969	57	6	for	for	ADP
ap-9969	57	7	accessing	access	VERB
ap-9969	57	8	local	local	ADJ
ap-9969	57	9	images	image	NOUN
ap-9969	57	10	.	.	PUNCT
ap-9969	58	1	(	(	PUNCT
ap-9969	58	2	c	c	NOUN
ap-9969	58	3	)	)	PUNCT
ap-9969	58	4	.	.	PUNCT
ap-9969	59	1	file	file	NOUN
ap-9969	59	2	viewer	viewer	NOUN
ap-9969	59	3	displaying	display	VERB
ap-9969	59	4	local	local	ADJ
ap-9969	59	5	fits	fit	NOUN
ap-9969	59	6	image	image	NOUN
ap-9969	59	7	.	.	PUNCT
ap-9969	60	1	(	(	PUNCT
ap-9969	60	2	d	d	NOUN
ap-9969	60	3	)	)	PUNCT
ap-9969	60	4	.	.	PUNCT
ap-9969	61	1	list	list	NOUN
ap-9969	61	2	of	of	ADP
ap-9969	61	3	previously	previously	ADV
ap-9969	61	4	created	create	VERB
ap-9969	61	5	tasks	task	NOUN
ap-9969	61	6	.	.	PUNCT
ap-9969	62	1	(	(	PUNCT
ap-9969	62	2	e	e	NOUN
ap-9969	62	3	)	)	PUNCT
ap-9969	62	4	.	.	PUNCT
ap-9969	63	1	task	task	NOUN
ap-9969	63	2	page	page	NOUN
ap-9969	63	3	with	with	ADP
ap-9969	63	4	the	the	DET
ap-9969	63	5	options	option	NOUN
ap-9969	63	6	for	for	ADP
ap-9969	63	7	initial	initial	ADJ
ap-9969	63	8	inspection	inspection	NOUN
ap-9969	63	9	,	,	PUNCT
ap-9969	63	10	text	text	NOUN
ap-9969	63	11	output	output	NOUN
ap-9969	63	12	,	,	PUNCT
ap-9969	63	13	and	and	CCONJ
ap-9969	63	14	diagnostic	diagnostic	ADJ
ap-9969	63	15	images	image	NOUN
ap-9969	63	16	.	.	PUNCT
ap-9969	64	1	(	(	PUNCT
ap-9969	64	2	f	f	X
ap-9969	64	3	)	)	PUNCT
ap-9969	64	4	.	.	PUNCT
ap-9969	65	1	task	task	NOUN
ap-9969	65	2	page	page	NOUN
ap-9969	65	3	showing	show	VERB
ap-9969	65	4	the	the	DET
ap-9969	65	5	section	section	NOUN
ap-9969	65	6	with	with	ADP
ap-9969	65	7	options	option	NOUN
ap-9969	65	8	for	for	ADP
ap-9969	65	9	object	object	NOUN
ap-9969	65	10	detection	detection	NOUN
ap-9969	65	11	and	and	CCONJ
ap-9969	65	12	astrometric	astrometric	ADJ
ap-9969	65	13	and	and	CCONJ
ap-9969	65	14	photometric	photometric	ADJ
ap-9969	65	15	calibration	calibration	NOUN
ap-9969	65	16	.	.	PUNCT
ap-9969	66	1	figure	figure	NOUN
ap-9969	66	2	1	1	NUM
ap-9969	66	3	.	.	PUNCT
ap-9969	66	4	user	user	NOUN
ap-9969	66	5	interface	interface	PROPN
ap-9969	66	6	of	of	ADP
ap-9969	66	7	stdweb	stdweb	NOUN
ap-9969	66	8	.	.	PUNCT
ap-9969	67	1	in	in	ADP
ap-9969	67	2	this	this	DET
ap-9969	67	3	step	step	NOUN
ap-9969	67	4	,	,	PUNCT
ap-9969	67	5	the	the	DET
ap-9969	67	6	user	user	NOUN
ap-9969	67	7	may	may	AUX
ap-9969	67	8	also	also	ADV
ap-9969	67	9	provide	provide	VERB
ap-9969	67	10	a	a	DET
ap-9969	67	11	list	list	NOUN
ap-9969	67	12	of	of	ADP
ap-9969	67	13	targets	target	NOUN
ap-9969	67	14	,	,	PUNCT
ap-9969	67	15	either	either	CCONJ
ap-9969	67	16	as	as	ADP
ap-9969	67	17	coordinate	coordinate	NOUN
ap-9969	67	18	strings	string	NOUN
ap-9969	67	19	in	in	ADP
ap-9969	67	20	common	common	ADJ
ap-9969	67	21	formats	format	NOUN
ap-9969	67	22	or	or	CCONJ
ap-9969	67	23	as	as	ADP
ap-9969	67	24	simbad	simbad	PROPN
ap-9969	67	25	[	[	X
ap-9969	67	26	32	32	NUM
ap-9969	67	27	]	]	PUNCT
ap-9969	67	28	or	or	CCONJ
ap-9969	67	29	tns	tns	X
ap-9969	67	30	[	[	X
ap-9969	67	31	33	33	NUM
ap-9969	67	32	]	]	PUNCT
ap-9969	67	33	resolvable	resolvable	ADJ
ap-9969	67	34	names	name	NOUN
ap-9969	67	35	,	,	PUNCT
ap-9969	67	36	to	to	PART
ap-9969	67	37	be	be	AUX
ap-9969	67	38	used	use	VERB
ap-9969	67	39	for	for	ADP
ap-9969	67	40	forced	force	VERB
ap-9969	67	41	photometry	photometry	NOUN
ap-9969	67	42	later	later	ADV
ap-9969	67	43	.	.	PUNCT
ap-9969	68	1	3.2	3.2	NUM
ap-9969	68	2	.	.	X
ap-9969	68	3	object	object	NOUN
ap-9969	68	4	detection	detection	NOUN
ap-9969	68	5	while	while	SCONJ
ap-9969	68	6	photutils	photutil	NOUN
ap-9969	68	7	[	[	PUNCT
ap-9969	68	8	13	13	NUM
ap-9969	68	9	]	]	PUNCT
ap-9969	68	10	does	do	AUX
ap-9969	68	11	contain	contain	VERB
ap-9969	68	12	an	an	DET
ap-9969	68	13	extensive	extensive	ADJ
ap-9969	68	14	set	set	NOUN
ap-9969	68	15	of	of	ADP
ap-9969	68	16	routines	routine	NOUN
ap-9969	68	17	for	for	ADP
ap-9969	68	18	object	object	NOUN
ap-9969	68	19	detection	detection	NOUN
ap-9969	68	20	written	write	VERB
ap-9969	68	21	in	in	ADP
ap-9969	68	22	pure	pure	ADJ
ap-9969	68	23	python	python	NOUN
ap-9969	68	24	,	,	PUNCT
ap-9969	68	25	we	we	PRON
ap-9969	68	26	decided	decide	VERB
ap-9969	68	27	,	,	PUNCT
ap-9969	68	28	primarily	primarily	ADV
ap-9969	68	29	for	for	ADP
ap-9969	68	30	performance	performance	NOUN
ap-9969	68	31	reasons	reason	NOUN
ap-9969	68	32	,	,	PUNCT
ap-9969	68	33	to	to	PART
ap-9969	68	34	keep	keep	VERB
ap-9969	68	35	using	use	VERB
ap-9969	68	36	sextractor	sextractor	NOUN
ap-9969	68	37	,	,	PUNCT
ap-9969	68	38	which	which	PRON
ap-9969	68	39	is	be	AUX
ap-9969	68	40	highly	highly	ADV
ap-9969	68	41	optimised	optimise	VERB
ap-9969	68	42	and	and	CCONJ
ap-9969	68	43	memory	memory	NOUN
ap-9969	68	44	efficient	efficient	ADJ
ap-9969	68	45	even	even	ADV
ap-9969	68	46	for	for	ADP
ap-9969	68	47	largest	large	ADJ
ap-9969	68	48	images	image	NOUN
ap-9969	68	49	,	,	PUNCT
ap-9969	68	50	for	for	ADP
ap-9969	68	51	this	this	DET
ap-9969	68	52	step	step	NOUN
ap-9969	68	53	in	in	ADP
ap-9969	68	54	stdweb	stdweb	ADJ
ap-9969	68	55	.	.	PUNCT
ap-9969	69	1	to	to	PART
ap-9969	69	2	run	run	VERB
ap-9969	69	3	it	it	PRON
ap-9969	69	4	,	,	PUNCT
ap-9969	69	5	we	we	PRON
ap-9969	69	6	construct	construct	VERB
ap-9969	69	7	a	a	DET
ap-9969	69	8	minimal	minimal	ADJ
ap-9969	69	9	set	set	NOUN
ap-9969	69	10	of	of	ADP
ap-9969	69	11	configuration	configuration	NOUN
ap-9969	69	12	parameters	parameter	NOUN
ap-9969	69	13	based	base	VERB
ap-9969	69	14	on	on	ADP
ap-9969	69	15	the	the	DET
ap-9969	69	16	values	value	NOUN
ap-9969	69	17	optionally	optionally	ADV
ap-9969	69	18	specified	specify	VERB
ap-9969	69	19	by	by	ADP
ap-9969	69	20	the	the	DET
ap-9969	69	21	user	user	NOUN
ap-9969	69	22	,	,	PUNCT
ap-9969	69	23	such	such	ADJ
ap-9969	69	24	as	as	ADP
ap-9969	69	25	smoothing	smooth	VERB
ap-9969	69	26	(	(	PUNCT
ap-9969	69	27	“	"	PUNCT
ap-9969	69	28	filtering	filter	VERB
ap-9969	69	29	”	"	PUNCT
ap-9969	69	30	,	,	PUNCT
ap-9969	69	31	in	in	ADP
ap-9969	69	32	sextractor	sextractor	NOUN
ap-9969	69	33	terminology	terminology	NOUN
ap-9969	69	34	)	)	PUNCT
ap-9969	69	35	kernel	kernel	NOUN
ap-9969	69	36	size	size	NOUN
ap-9969	69	37	,	,	PUNCT
ap-9969	69	38	and	and	CCONJ
ap-9969	69	39	background	background	NOUN
ap-9969	69	40	mesh	mesh	NOUN
ap-9969	69	41	size	size	NOUN
ap-9969	69	42	.	.	PUNCT
ap-9969	70	1	as	as	SCONJ
ap-9969	70	2	sextractor	sextractor	NOUN
ap-9969	70	3	does	do	AUX
ap-9969	70	4	not	not	PART
ap-9969	70	5	internally	internally	ADV
ap-9969	70	6	support	support	VERB
ap-9969	70	7	masking	masking	NOUN
ap-9969	70	8	,	,	PUNCT
ap-9969	70	9	we	we	PRON
ap-9969	70	10	set	set	VERB
ap-9969	70	11	the	the	DET
ap-9969	70	12	image	image	NOUN
ap-9969	70	13	values	value	NOUN
ap-9969	70	14	corresponding	correspond	VERB
ap-9969	70	15	to	to	ADP
ap-9969	70	16	user	user	NOUN
ap-9969	70	17	-	-	PUNCT
ap-9969	70	18	specified	specify	VERB
ap-9969	70	19	“	"	PUNCT
ap-9969	70	20	custom	custom	NOUN
ap-9969	70	21	mask	mask	NOUN
ap-9969	70	22	”	"	PUNCT
ap-9969	70	23	to	to	ADP
ap-9969	70	24	nan	nan	PROPN
ap-9969	70	25	52	52	NUM
ap-9969	70	26	vol	vol	NOUN
ap-9969	70	27	.	.	PUNCT
ap-9969	71	1	65	65	NUM
ap-9969	71	2	no	no	INTJ
ap-9969	71	3	.	.	PUNCT
ap-9969	72	1	1/2025	1/2025	NUM
ap-9969	72	2	simple	simple	ADJ
ap-9969	72	3	transient	transient	NOUN
ap-9969	72	4	detection	detection	NOUN
ap-9969	72	5	for	for	ADP
ap-9969	72	6	the	the	DET
ap-9969	72	7	web	web	NOUN
ap-9969	72	8	cosmic	cosmic	ADJ
ap-9969	72	9	rays	ray	NOUN
ap-9969	72	10	masking	mask	VERB
ap-9969	72	11	interactive	interactive	ADJ
ap-9969	72	12	masking	masking	NOUN
ap-9969	72	13	web	web	NOUN
ap-9969	72	14	interface	interface	NOUN
ap-9969	72	15	web	web	NOUN
ap-9969	72	16	interface	interface	NOUN
ap-9969	72	17	object	object	NOUN
ap-9969	72	18	detection	detection	NOUN
ap-9969	72	19	pre	pre	ADJ
ap-9969	72	20	-	-	ADJ
ap-9969	72	21	filtering	filtering	ADJ
ap-9969	72	22	using	use	VERB
ap-9969	72	23	shape	shape	NOUN
ap-9969	72	24	parameters	parameter	NOUN
ap-9969	72	25	fwhm	fwhm	PROPN
ap-9969	72	26	estimation	estimation	PROPN
ap-9969	72	27	aperture	aperture	PROPN
ap-9969	72	28	photometry	photometry	NOUN
ap-9969	72	29	initial	initial	ADJ
ap-9969	72	30	astrometric	astrometric	ADJ
ap-9969	72	31	calibration	calibration	PROPN
ap-9969	72	32	astrometric	astrometric	PROPN
ap-9969	72	33	refinement	refinement	PROPN
ap-9969	72	34	forced	force	VERB
ap-9969	72	35	photometry	photometry	NOUN
ap-9969	72	36	of	of	ADP
ap-9969	72	37	specified	specified	ADJ
ap-9969	72	38	targets	target	NOUN
ap-9969	72	39	forced	force	VERB
ap-9969	72	40	photometry	photometry	NOUN
ap-9969	72	41	of	of	ADP
ap-9969	72	42	specified	specify	VERB
ap-9969	72	43	targets	target	NOUN
ap-9969	72	44	catalogue	catalogue	NOUN
ap-9969	72	45	-	-	PUNCT
ap-9969	72	46	based	base	VERB
ap-9969	72	47	transient	transient	ADJ
ap-9969	72	48	detection	detection	NOUN
ap-9969	72	49	template	template	NOUN
ap-9969	72	50	image	image	NOUN
ap-9969	72	51	from	from	ADP
ap-9969	72	52	sky	sky	PROPN
ap-9969	72	53	atlas	atlas	PROPN
ap-9969	72	54	user	user	PROPN
ap-9969	72	55	-	-	PUNCT
ap-9969	72	56	provided	provide	VERB
ap-9969	72	57	template	template	NOUN
ap-9969	72	58	image	image	NOUN
ap-9969	72	59	photometric	photometric	NOUN
ap-9969	72	60	calibration	calibration	NOUN
ap-9969	72	61	fits	fit	VERB
ap-9969	72	62	header	header	NOUN
ap-9969	72	63	inspectionimage	inspectionimage	NOUN
ap-9969	72	64	import	import	NOUN
ap-9969	72	65	reference	reference	NOUN
ap-9969	72	66	catalogue	catalogue	NOUN
ap-9969	72	67	from	from	ADP
ap-9969	72	68	vizier	vizier	NOUN
ap-9969	72	69	xmatch	xmatch	PROPN
ap-9969	72	70	xmatch	xmatch	PROPN
ap-9969	72	71	blend	blend	VERB
ap-9969	72	72	rejection	rejection	NOUN
ap-9969	72	73	skybot	skybot	ADP
ap-9969	72	74	skybot	skybot	ADJ
ap-9969	72	75	list	list	NOUN
ap-9969	72	76	of	of	ADP
ap-9969	72	77	detected	detect	VERB
ap-9969	72	78	objects	object	NOUN
ap-9969	72	79	+	+	CCONJ
ap-9969	72	80	photometric	photometric	ADJ
ap-9969	72	81	model	model	NOUN
ap-9969	72	82	transient	transient	NOUN
ap-9969	72	83	candidates	candidate	NOUN
ap-9969	72	84	target	target	VERB
ap-9969	72	85	photometry	photometry	NOUN
ap-9969	72	86	target	target	NOUN
ap-9969	72	87	photometry	photometry	NOUN
ap-9969	72	88	or	or	CCONJ
ap-9969	72	89	or	or	CCONJ
ap-9969	72	90	or	or	CCONJ
ap-9969	72	91	image	image	NOUN
ap-9969	72	92	,	,	PUNCT
ap-9969	72	93	mask	mask	NOUN
ap-9969	72	94	and	and	CCONJ
ap-9969	72	95	settings	setting	VERB
ap-9969	72	96	diagnostic	diagnostic	ADJ
ap-9969	72	97	plots	plot	NOUN
ap-9969	72	98	processing	processing	NOUN
ap-9969	72	99	logs	log	NOUN
ap-9969	72	100	photometric	photometric	ADJ
ap-9969	72	101	and	and	CCONJ
ap-9969	72	102	astrometric	astrometric	ADJ
ap-9969	72	103	model	model	NOUN
ap-9969	72	104	point	point	NOUN
ap-9969	72	105	source	source	NOUN
ap-9969	72	106	detections	detection	VERB
ap-9969	72	107	optimal	optimal	ADJ
ap-9969	72	108	aperture	aperture	NOUN
ap-9969	72	109	rough	rough	ADJ
ap-9969	72	110	wcs	wcs	NOUN
ap-9969	72	111	detections	detection	NOUN
ap-9969	72	112	<	<	X
ap-9969	72	113	-	-	PUNCT
ap-9969	72	114	>	>	X
ap-9969	72	115	catalogue	catalogue	NOUN
ap-9969	72	116	detections	detection	NOUN
ap-9969	72	117	<	<	X
ap-9969	72	118	-	-	PUNCT
ap-9969	72	119	>	>	X
ap-9969	72	120	catalogue	catalogue	NOUN
ap-9969	72	121	astrometry.net	astrometry.net	NOUN
ap-9969	72	122	or	or	CCONJ
ap-9969	72	123	fits	fit	VERB
ap-9969	72	124	header	header	NOUN
ap-9969	72	125	image	image	NOUN
ap-9969	72	126	+	+	NUM
ap-9969	72	127	parameters	parameter	NOUN
ap-9969	72	128	photometry	photometry	NOUN
ap-9969	72	129	and	and	CCONJ
ap-9969	72	130	astrometry	astrometry	NOUN
ap-9969	72	131	image	image	NOUN
ap-9969	72	132	subtraction	subtraction	NOUN
ap-9969	72	133	image	image	NOUN
ap-9969	72	134	subtraction	subtraction	NOUN
ap-9969	72	135	object	object	NOUN
ap-9969	72	136	detection	detection	NOUN
ap-9969	72	137	in	in	ADP
ap-9969	72	138	difference	difference	NOUN
ap-9969	72	139	image	image	NOUN
ap-9969	72	140	artefact	artefact	NOUN
ap-9969	72	141	rejection	rejection	NOUN
ap-9969	72	142	user	user	NOUN
ap-9969	72	143	authentication	authentication	NOUN
ap-9969	72	144	interactive	interactive	ADJ
ap-9969	72	145	image	image	NOUN
ap-9969	72	146	viewer	viewer	NOUN
ap-9969	72	147	selection	selection	NOUN
ap-9969	72	148	of	of	ADP
ap-9969	72	149	parameters	parameter	NOUN
ap-9969	72	150	file	file	VERB
ap-9969	72	151	upload	upload	VERB
ap-9969	72	152	file	file	NOUN
ap-9969	72	153	browser	browser	NOUN
ap-9969	72	154	figure	figure	NOUN
ap-9969	72	155	2	2	NUM
ap-9969	72	156	.	.	PUNCT
ap-9969	72	157	flowchart	flowchart	NOUN
ap-9969	72	158	of	of	ADP
ap-9969	72	159	the	the	DET
ap-9969	72	160	image	image	NOUN
ap-9969	72	161	processing	processing	NOUN
ap-9969	72	162	steps	step	NOUN
ap-9969	72	163	implemented	implement	VERB
ap-9969	72	164	in	in	ADP
ap-9969	72	165	stdweb	stdweb	ADJ
ap-9969	72	166	.	.	PUNCT
ap-9969	73	1	to	to	PART
ap-9969	73	2	exclude	exclude	VERB
ap-9969	73	3	them	they	PRON
ap-9969	73	4	from	from	ADP
ap-9969	73	5	the	the	DET
ap-9969	73	6	background	background	NOUN
ap-9969	73	7	estimation	estimation	NOUN
ap-9969	73	8	.	.	PUNCT
ap-9969	74	1	the	the	DET
ap-9969	74	2	objects	object	NOUN
ap-9969	74	3	with	with	ADP
ap-9969	74	4	footprints	footprint	NOUN
ap-9969	74	5	containing	contain	VERB
ap-9969	74	6	the	the	DET
ap-9969	74	7	pixels	pixel	NOUN
ap-9969	74	8	masked	mask	VERB
ap-9969	74	9	by	by	ADP
ap-9969	74	10	automatic	automatic	ADJ
ap-9969	74	11	routines	routine	NOUN
ap-9969	74	12	(	(	PUNCT
ap-9969	74	13	so	so	ADV
ap-9969	74	14	,	,	PUNCT
ap-9969	74	15	either	either	CCONJ
ap-9969	74	16	saturated	saturate	VERB
ap-9969	74	17	or	or	CCONJ
ap-9969	74	18	marked	mark	VERB
ap-9969	74	19	as	as	ADP
ap-9969	74	20	cosmic	cosmic	ADJ
ap-9969	74	21	rays	ray	NOUN
ap-9969	74	22	)	)	PUNCT
ap-9969	74	23	are	be	AUX
ap-9969	74	24	still	still	ADV
ap-9969	74	25	properly	properly	ADV
ap-9969	74	26	detected	detect	VERB
ap-9969	74	27	,	,	PUNCT
ap-9969	74	28	but	but	CCONJ
ap-9969	74	29	flagged	flag	VERB
ap-9969	74	30	in	in	ADP
ap-9969	74	31	the	the	DET
ap-9969	74	32	output	output	NOUN
ap-9969	74	33	so	so	SCONJ
ap-9969	74	34	that	that	SCONJ
ap-9969	74	35	consecutive	consecutive	ADJ
ap-9969	74	36	processing	processing	NOUN
ap-9969	74	37	can	can	AUX
ap-9969	74	38	ignore	ignore	VERB
ap-9969	74	39	them	they	PRON
ap-9969	74	40	.	.	PUNCT
ap-9969	75	1	for	for	ADP
ap-9969	75	2	the	the	DET
ap-9969	75	3	visual	visual	ADJ
ap-9969	75	4	quality	quality	NOUN
ap-9969	75	5	control	control	NOUN
ap-9969	75	6	,	,	PUNCT
ap-9969	75	7	we	we	PRON
ap-9969	75	8	keep	keep	VERB
ap-9969	75	9	and	and	CCONJ
ap-9969	75	10	present	present	ADJ
ap-9969	75	11	to	to	ADP
ap-9969	75	12	the	the	DET
ap-9969	75	13	user	user	NOUN
ap-9969	75	14	the	the	DET
ap-9969	75	15	segmentation	segmentation	NOUN
ap-9969	75	16	map	map	NOUN
ap-9969	75	17	,	,	PUNCT
ap-9969	75	18	estimated	estimated	ADJ
ap-9969	75	19	background	background	NOUN
ap-9969	75	20	and	and	CCONJ
ap-9969	75	21	background	background	NOUN
ap-9969	75	22	rms	rm	NOUN
ap-9969	75	23	maps	map	NOUN
ap-9969	75	24	,	,	PUNCT
ap-9969	75	25	as	as	ADV
ap-9969	75	26	well	well	ADV
ap-9969	75	27	as	as	ADP
ap-9969	75	28	the	the	DET
ap-9969	75	29	filtered	filter	VERB
ap-9969	75	30	image	image	NOUN
ap-9969	75	31	produced	produce	VERB
ap-9969	75	32	by	by	ADP
ap-9969	75	33	sextractor	sextractor	NOUN
ap-9969	75	34	.	.	PUNCT
ap-9969	76	1	we	we	PRON
ap-9969	76	2	also	also	ADV
ap-9969	76	3	output	output	VERB
ap-9969	76	4	several	several	ADJ
ap-9969	76	5	shape	shape	NOUN
ap-9969	76	6	-	-	PUNCT
ap-9969	76	7	related	relate	VERB
ap-9969	76	8	parameters	parameter	NOUN
ap-9969	76	9	for	for	ADP
ap-9969	76	10	detected	detect	VERB
ap-9969	76	11	objects	object	NOUN
ap-9969	76	12	that	that	PRON
ap-9969	76	13	are	be	AUX
ap-9969	76	14	then	then	ADV
ap-9969	76	15	used	use	VERB
ap-9969	76	16	for	for	ADP
ap-9969	76	17	simple	simple	ADJ
ap-9969	76	18	prefiltering	prefiltering	NOUN
ap-9969	76	19	of	of	ADP
ap-9969	76	20	non	non	ADJ
ap-9969	76	21	-	-	ADJ
ap-9969	76	22	point	point	ADJ
ap-9969	76	23	-	-	PUNCT
ap-9969	76	24	source	source	NOUN
ap-9969	76	25	detections	detection	NOUN
ap-9969	76	26	in	in	ADP
ap-9969	76	27	the	the	DET
ap-9969	76	28	image	image	NOUN
ap-9969	76	29	.	.	PUNCT
ap-9969	77	1	after	after	ADP
ap-9969	77	2	some	some	DET
ap-9969	77	3	experiments	experiment	NOUN
ap-9969	77	4	,	,	PUNCT
ap-9969	77	5	we	we	PRON
ap-9969	77	6	selected	select	VERB
ap-9969	77	7	three	three	NUM
ap-9969	77	8	parameters	parameter	NOUN
ap-9969	77	9	produced	produce	VERB
ap-9969	77	10	by	by	ADP
ap-9969	77	11	sextractor	sextractor	NOUN
ap-9969	77	12	that	that	PRON
ap-9969	77	13	are	be	AUX
ap-9969	77	14	most	most	ADV
ap-9969	77	15	sensitive	sensitive	ADJ
ap-9969	77	16	to	to	PART
ap-9969	77	17	shape	shape	VERB
ap-9969	77	18	variations	variation	NOUN
ap-9969	77	19	and	and	CCONJ
ap-9969	77	20	flux	flux	NOUN
ap-9969	77	21	distribution	distribution	NOUN
ap-9969	77	22	inside	inside	ADP
ap-9969	77	23	the	the	DET
ap-9969	77	24	object	object	NOUN
ap-9969	77	25	footprint	footprint	NOUN
ap-9969	77	26	:	:	PUNCT
ap-9969	77	27	•	•	NUM
ap-9969	77	28	fwhm_image	fwhm_image	CCONJ
ap-9969	77	29	–	–	PUNCT
ap-9969	77	30	full	full	ADJ
ap-9969	77	31	width	width	NOUN
ap-9969	77	32	at	at	ADP
ap-9969	77	33	half	half	NOUN
ap-9969	77	34	maximum	maximum	ADJ
ap-9969	77	35	,	,	PUNCT
ap-9969	77	36	in	in	ADP
ap-9969	77	37	pixels	pixel	NOUN
ap-9969	77	38	,	,	PUNCT
ap-9969	77	39	•	•	NOUN
ap-9969	77	40	flux_radius	flux_radius	ADJ
ap-9969	77	41	–	–	PUNCT
ap-9969	77	42	half	half	NOUN
ap-9969	77	43	flux	flux	NOUN
ap-9969	77	44	radius	radius	NOUN
ap-9969	77	45	,	,	PUNCT
ap-9969	77	46	in	in	ADP
ap-9969	77	47	pixels	pixel	NOUN
ap-9969	77	48	,	,	PUNCT
ap-9969	77	49	•	•	X
ap-9969	77	50	(	(	PUNCT
ap-9969	77	51	mag_aper	mag_aper	X
ap-9969	77	52	–	–	PUNCT
ap-9969	77	53	mag_auto	mag_auto	NOUN
ap-9969	77	54	)	)	PUNCT
ap-9969	77	55	–	–	PUNCT
ap-9969	77	56	the	the	DET
ap-9969	77	57	difference	difference	NOUN
ap-9969	77	58	between	between	ADP
ap-9969	77	59	magnitudes	magnitude	NOUN
ap-9969	77	60	measured	measure	VERB
ap-9969	77	61	in	in	ADP
ap-9969	77	62	fixed	fix	VERB
ap-9969	77	63	circular	circular	ADJ
ap-9969	77	64	and	and	CCONJ
ap-9969	77	65	kron	kron	PROPN
ap-9969	77	66	-	-	PUNCT
ap-9969	77	67	like	like	ADJ
ap-9969	77	68	elliptical	elliptical	ADJ
ap-9969	77	69	apertures	aperture	NOUN
ap-9969	77	70	.	.	PUNCT
ap-9969	78	1	the	the	DET
ap-9969	78	2	space	space	NOUN
ap-9969	78	3	formed	form	VERB
ap-9969	78	4	by	by	ADP
ap-9969	78	5	these	these	DET
ap-9969	78	6	parameters	parameter	NOUN
ap-9969	78	7	is	be	AUX
ap-9969	78	8	shown	show	VERB
ap-9969	78	9	in	in	ADP
ap-9969	78	10	figure	figure	NOUN
ap-9969	78	11	3	3	NUM
ap-9969	78	12	for	for	ADP
ap-9969	78	13	the	the	DET
ap-9969	78	14	images	image	NOUN
ap-9969	78	15	with	with	ADP
ap-9969	78	16	different	different	ADJ
ap-9969	78	17	fwhm	fwhm	NOUN
ap-9969	78	18	values	value	NOUN
ap-9969	78	19	and	and	CCONJ
ap-9969	78	20	for	for	ADP
ap-9969	78	21	various	various	ADJ
ap-9969	78	22	object	object	NOUN
ap-9969	78	23	flags	flag	NOUN
ap-9969	78	24	.	.	PUNCT
ap-9969	79	1	it	it	PRON
ap-9969	79	2	is	be	AUX
ap-9969	79	3	clear	clear	ADJ
ap-9969	79	4	that	that	SCONJ
ap-9969	79	5	these	these	DET
ap-9969	79	6	parameters	parameter	NOUN
ap-9969	79	7	represent	represent	VERB
ap-9969	79	8	slightly	slightly	ADV
ap-9969	79	9	different	different	ADJ
ap-9969	79	10	shape	shape	NOUN
ap-9969	79	11	aspects	aspect	NOUN
ap-9969	79	12	,	,	PUNCT
ap-9969	79	13	and	and	CCONJ
ap-9969	79	14	thus	thus	ADV
ap-9969	79	15	may	may	AUX
ap-9969	79	16	be	be	AUX
ap-9969	79	17	used	use	VERB
ap-9969	79	18	to	to	PART
ap-9969	79	19	filter	filter	VERB
ap-9969	79	20	out	out	ADP
ap-9969	79	21	various	various	ADJ
ap-9969	79	22	problematic	problematic	ADJ
ap-9969	79	23	detections	detection	NOUN
ap-9969	79	24	corresponding	correspond	VERB
ap-9969	79	25	to	to	ADP
ap-9969	79	26	artefacts	artefact	NOUN
ap-9969	79	27	or	or	CCONJ
ap-9969	79	28	blended	blend	VERB
ap-9969	79	29	sources	source	NOUN
ap-9969	79	30	.	.	PUNCT
ap-9969	80	1	to	to	PART
ap-9969	80	2	do	do	VERB
ap-9969	80	3	so	so	ADV
ap-9969	80	4	,	,	PUNCT
ap-9969	80	5	we	we	PRON
ap-9969	80	6	implemented	implement	VERB
ap-9969	80	7	simple	simple	ADJ
ap-9969	80	8	outlier	outlier	NOUN
ap-9969	80	9	rejection	rejection	NOUN
ap-9969	80	10	procedure	procedure	NOUN
ap-9969	80	11	based	base	VERB
ap-9969	80	12	on	on	ADP
ap-9969	80	13	isolation	isolation	NOUN
ap-9969	80	14	forest	forest	NOUN
ap-9969	80	15	anomaly	anomaly	NOUN
ap-9969	80	16	detection	detection	NOUN
ap-9969	80	17	algorithm	algorithm	NOUN
ap-9969	80	18	[	[	X
ap-9969	80	19	34	34	NUM
ap-9969	80	20	]	]	PUNCT
ap-9969	80	21	as	as	SCONJ
ap-9969	80	22	implemented	implement	VERB
ap-9969	80	23	in	in	ADP
ap-9969	80	24	scikit	scikit	NOUN
ap-9969	80	25	-	-	PUNCT
ap-9969	80	26	learn	learn	VERB
ap-9969	80	27	package	package	NOUN
ap-9969	80	28	[	[	X
ap-9969	80	29	30	30	NUM
ap-9969	80	30	]	]	PUNCT
ap-9969	80	31	.	.	PUNCT
ap-9969	81	1	figure	figure	NOUN
ap-9969	81	2	3	3	NUM
ap-9969	81	3	shows	show	VERB
ap-9969	81	4	that	that	SCONJ
ap-9969	81	5	the	the	DET
ap-9969	81	6	outlier	outlier	ADJ
ap-9969	81	7	score	score	NOUN
ap-9969	81	8	produced	produce	VERB
ap-9969	81	9	by	by	ADP
ap-9969	81	10	the	the	DET
ap-9969	81	11	algorithm	algorithm	NOUN
ap-9969	81	12	nicely	nicely	ADV
ap-9969	81	13	complement	complement	VERB
ap-9969	81	14	the	the	DET
ap-9969	81	15	flags	flag	NOUN
ap-9969	81	16	set	set	VERB
ap-9969	81	17	by	by	ADP
ap-9969	81	18	cosmic	cosmic	ADJ
ap-9969	81	19	ray	ray	NOUN
ap-9969	81	20	detection	detection	NOUN
ap-9969	81	21	,	,	PUNCT
ap-9969	81	22	saturation	saturation	NOUN
ap-9969	81	23	,	,	PUNCT
ap-9969	81	24	and	and	CCONJ
ap-9969	81	25	sextractor	sextractor	NOUN
ap-9969	81	26	for	for	ADP
ap-9969	81	27	various	various	ADJ
ap-9969	81	28	artefacts	artefact	NOUN
ap-9969	81	29	.	.	PUNCT
ap-9969	82	1	therefore	therefore	ADV
ap-9969	82	2	,	,	PUNCT
ap-9969	82	3	we	we	PRON
ap-9969	82	4	additionally	additionally	ADV
ap-9969	82	5	flag	flag	VERB
ap-9969	82	6	the	the	DET
ap-9969	82	7	outliers	outlier	NOUN
ap-9969	82	8	of	of	ADP
ap-9969	82	9	the	the	DET
ap-9969	82	10	algorithm	algorithm	NOUN
ap-9969	82	11	so	so	SCONJ
ap-9969	82	12	that	that	SCONJ
ap-9969	82	13	later	later	ADV
ap-9969	82	14	they	they	PRON
ap-9969	82	15	may	may	AUX
ap-9969	82	16	be	be	AUX
ap-9969	82	17	excluded	exclude	VERB
ap-9969	82	18	from	from	ADP
ap-9969	82	19	various	various	ADJ
ap-9969	82	20	steps	step	NOUN
ap-9969	82	21	of	of	ADP
ap-9969	82	22	the	the	DET
ap-9969	82	23	analysis	analysis	NOUN
ap-9969	82	24	as	as	ADP
ap-9969	82	25	problematic	problematic	ADJ
ap-9969	82	26	detections	detection	NOUN
ap-9969	82	27	.	.	PUNCT
ap-9969	83	1	the	the	DET
ap-9969	83	2	summary	summary	NOUN
ap-9969	83	3	of	of	ADP
ap-9969	83	4	all	all	DET
ap-9969	83	5	object	object	NOUN
ap-9969	83	6	flags	flag	NOUN
ap-9969	83	7	as	as	SCONJ
ap-9969	83	8	implemented	implement	VERB
ap-9969	83	9	in	in	ADP
ap-9969	83	10	stdweb	stdweb	NOUN
ap-9969	83	11	is	be	AUX
ap-9969	83	12	given	give	VERB
ap-9969	83	13	in	in	ADP
ap-9969	83	14	table	table	NOUN
ap-9969	83	15	2	2	NUM
ap-9969	83	16	.	.	PUNCT
ap-9969	84	1	as	as	SCONJ
ap-9969	84	2	sextractor	sextractor	NOUN
ap-9969	84	3	aperture	aperture	NOUN
ap-9969	84	4	photometry	photometry	NOUN
ap-9969	84	5	is	be	AUX
ap-9969	84	6	somewhat	somewhat	ADV
ap-9969	84	7	limited	limit	VERB
ap-9969	84	8	[	[	X
ap-9969	84	9	35	35	NUM
ap-9969	84	10	,	,	PUNCT
ap-9969	84	11	36	36	NUM
ap-9969	84	12	]	]	PUNCT
ap-9969	84	13	,	,	PUNCT
ap-9969	84	14	and	and	CCONJ
ap-9969	84	15	as	as	SCONJ
ap-9969	84	16	it	it	PRON
ap-9969	84	17	does	do	AUX
ap-9969	84	18	not	not	PART
ap-9969	84	19	allow	allow	VERB
ap-9969	84	20	to	to	PART
ap-9969	84	21	perform	perform	VERB
ap-9969	84	22	forced	force	VERB
ap-9969	84	23	photometry	photometry	NOUN
ap-9969	84	24	at	at	ADP
ap-9969	84	25	user	user	NOUN
ap-9969	84	26	-	-	PUNCT
ap-9969	84	27	specified	specify	VERB
ap-9969	84	28	positions	position	NOUN
ap-9969	84	29	,	,	PUNCT
ap-9969	84	30	we	we	PRON
ap-9969	84	31	implemented	implement	VERB
ap-9969	84	32	an	an	DET
ap-9969	84	33	additional	additional	ADJ
ap-9969	84	34	photometric	photometric	NOUN
ap-9969	84	35	measurement	measurement	NOUN
ap-9969	84	36	step	step	NOUN
ap-9969	84	37	based	base	VERB
ap-9969	84	38	on	on	ADP
ap-9969	84	39	photutils	photutil	NOUN
ap-9969	84	40	routines	routine	NOUN
ap-9969	84	41	[	[	X
ap-9969	84	42	13	13	NUM
ap-9969	84	43	]	]	PUNCT
ap-9969	84	44	.	.	PUNCT
ap-9969	85	1	it	it	PRON
ap-9969	85	2	also	also	ADV
ap-9969	85	3	allowed	allow	VERB
ap-9969	85	4	53	53	NUM
ap-9969	85	5	sergey	sergey	PROPN
ap-9969	85	6	karpov	karpov	PROPN
ap-9969	85	7	acta	acta	PROPN
ap-9969	85	8	polytechnica	polytechnica	PROPN
ap-9969	85	9	100	100	NUM
ap-9969	85	10	101	101	NUM
ap-9969	85	11	flux_radius	flux_radius	PROPN
ap-9969	85	12	100	100	NUM
ap-9969	85	13	101	101	NUM
ap-9969	85	14	fw	fw	INTJ
ap-9969	85	15	hm	hm	INTJ
ap-9969	85	16	saturated	saturate	VERB
ap-9969	85	17	cosmics	cosmic	NOUN
ap-9969	85	18	deblended	deblende	VERB
ap-9969	85	19	other	other	ADJ
ap-9969	85	20	flags	flag	NOUN
ap-9969	85	21	0	0	NUM
ap-9969	85	22	1	1	NUM
ap-9969	85	23	2	2	NUM
ap-9969	85	24	3	3	NUM
ap-9969	85	25	mag_aper	mag_aper	NOUN
ap-9969	85	26	mag_auto	mag_auto	NOUN
ap-9969	85	27	100	100	NUM
ap-9969	85	28	101	101	NUM
ap-9969	85	29	fw	fw	INTJ
ap-9969	85	30	hm	hm	INTJ
ap-9969	85	31	saturated	saturate	VERB
ap-9969	85	32	cosmics	cosmic	NOUN
ap-9969	85	33	deblended	deblende	VERB
ap-9969	85	34	other	other	ADJ
ap-9969	85	35	flags	flag	NOUN
ap-9969	85	36	100	100	NUM
ap-9969	85	37	101	101	NUM
ap-9969	85	38	flux_radius	flux_radius	PROPN
ap-9969	85	39	0.0	0.0	NUM
ap-9969	85	40	0.5	0.5	NUM
ap-9969	85	41	1.0	1.0	NUM
ap-9969	85	42	1.5	1.5	NUM
ap-9969	85	43	2.0	2.0	NUM
ap-9969	85	44	2.5	2.5	NUM
ap-9969	85	45	3.0	3.0	NUM
ap-9969	85	46	m	m	NOUN
ap-9969	85	47	ag	ag	NOUN
ap-9969	85	48	_	_	PROPN
ap-9969	85	49	a	a	DET
ap-9969	85	50	pe	pe	NOUN
ap-9969	85	51	r	r	NOUN
ap-9969	85	52	m	m	NOUN
ap-9969	85	53	ag	ag	NOUN
ap-9969	85	54	_	_	PROPN
ap-9969	85	55	a	a	DET
ap-9969	85	56	ut	ut	PROPN
ap-9969	85	57	o	o	PROPN
ap-9969	85	58	saturated	saturate	VERB
ap-9969	85	59	cosmics	cosmic	NOUN
ap-9969	85	60	deblended	deblende	VERB
ap-9969	85	61	other	other	ADJ
ap-9969	85	62	flags	flag	NOUN
ap-9969	85	63	isolation	isolation	NOUN
ap-9969	85	64	forest	forest	NOUN
ap-9969	85	65	outlier	outlier	NOUN
ap-9969	85	66	detection	detection	NOUN
ap-9969	85	67	375	375	NUM
ap-9969	85	68	objects	object	NOUN
ap-9969	85	69	70	70	NUM
ap-9969	85	70	flagged	flag	VERB
ap-9969	85	71	312	312	NUM
ap-9969	85	72	good	good	ADJ
ap-9969	85	73	63	63	NUM
ap-9969	85	74	outliers	outlier	NOUN
ap-9969	85	75	fwhm	fwhm	VERB
ap-9969	85	76	5.17	5.17	NUM
ap-9969	85	77	pixels	pixel	NOUN
ap-9969	85	78	(	(	PUNCT
ap-9969	85	79	a	a	X
ap-9969	85	80	)	)	PUNCT
ap-9969	85	81	.	.	PUNCT
ap-9969	86	1	oversampled	oversample	VERB
ap-9969	86	2	images	image	NOUN
ap-9969	86	3	.	.	PUNCT
ap-9969	87	1	100	100	NUM
ap-9969	87	2	101	101	NUM
ap-9969	88	1	flux_radius	flux_radius	NUM
ap-9969	88	2	101	101	NUM
ap-9969	89	1	fw	fw	INTJ
ap-9969	89	2	hm	hm	INTJ
ap-9969	89	3	saturated	saturate	VERB
ap-9969	89	4	cosmics	cosmic	NOUN
ap-9969	89	5	deblended	deblende	VERB
ap-9969	89	6	other	other	ADJ
ap-9969	89	7	flags	flag	NOUN
ap-9969	89	8	0	0	NUM
ap-9969	89	9	2	2	NUM
ap-9969	89	10	4	4	NUM
ap-9969	89	11	mag_aper	mag_aper	NOUN
ap-9969	89	12	mag_auto	mag_auto	NOUN
ap-9969	89	13	101	101	NUM
ap-9969	89	14	fw	fw	INTJ
ap-9969	89	15	hm	hm	INTJ
ap-9969	89	16	saturated	saturate	VERB
ap-9969	89	17	cosmics	cosmic	NOUN
ap-9969	89	18	deblended	deblende	VERB
ap-9969	89	19	other	other	ADJ
ap-9969	89	20	flags	flag	NOUN
ap-9969	89	21	100	100	NUM
ap-9969	89	22	101	101	NUM
ap-9969	90	1	flux_radius	flux_radius	PROPN
ap-9969	90	2	0	0	NUM
ap-9969	90	3	1	1	NUM
ap-9969	90	4	2	2	NUM
ap-9969	90	5	3	3	NUM
ap-9969	90	6	4	4	NUM
ap-9969	90	7	5	5	NUM
ap-9969	90	8	m	m	NOUN
ap-9969	90	9	ag	ag	NOUN
ap-9969	90	10	_	_	PROPN
ap-9969	90	11	a	a	DET
ap-9969	90	12	pe	pe	NOUN
ap-9969	90	13	r	r	NOUN
ap-9969	90	14	m	m	NOUN
ap-9969	90	15	ag	ag	NOUN
ap-9969	90	16	_	_	PROPN
ap-9969	90	17	a	a	DET
ap-9969	90	18	ut	ut	PROPN
ap-9969	90	19	o	o	PROPN
ap-9969	90	20	saturated	saturate	VERB
ap-9969	90	21	cosmics	cosmic	NOUN
ap-9969	90	22	deblended	deblende	VERB
ap-9969	90	23	other	other	ADJ
ap-9969	90	24	flags	flag	NOUN
ap-9969	90	25	isolation	isolation	NOUN
ap-9969	90	26	forest	forest	NOUN
ap-9969	90	27	outlier	outlier	NOUN
ap-9969	90	28	detection	detection	NOUN
ap-9969	90	29	3359	3359	NUM
ap-9969	90	30	objects	object	VERB
ap-9969	90	31	852	852	NUM
ap-9969	90	32	flagged	flag	VERB
ap-9969	90	33	2304	2304	NUM
ap-9969	90	34	good	good	ADJ
ap-9969	90	35	1055	1055	NUM
ap-9969	90	36	outliers	outlier	NOUN
ap-9969	90	37	fwhm	fwhm	VERB
ap-9969	90	38	3.25	3.25	NUM
ap-9969	90	39	pixels	pixel	NOUN
ap-9969	90	40	(	(	PUNCT
ap-9969	90	41	b	b	NOUN
ap-9969	90	42	)	)	PUNCT
ap-9969	90	43	.	.	PUNCT
ap-9969	91	1	nearly	nearly	ADV
ap-9969	91	2	critically	critically	ADV
ap-9969	91	3	sampled	sample	VERB
ap-9969	91	4	images	image	NOUN
ap-9969	91	5	.	.	PUNCT
ap-9969	92	1	figure	figure	NOUN
ap-9969	92	2	3	3	NUM
ap-9969	92	3	.	.	PUNCT
ap-9969	93	1	distribution	distribution	NOUN
ap-9969	93	2	of	of	ADP
ap-9969	93	3	sextractor	sextractor	NOUN
ap-9969	93	4	-	-	PUNCT
ap-9969	93	5	measured	measure	VERB
ap-9969	93	6	shape	shape	NOUN
ap-9969	93	7	parameters	parameter	NOUN
ap-9969	93	8	for	for	ADP
ap-9969	93	9	the	the	DET
ap-9969	93	10	objects	object	NOUN
ap-9969	93	11	detected	detect	VERB
ap-9969	93	12	in	in	ADP
ap-9969	93	13	oversampled	oversample	VERB
ap-9969	93	14	and	and	CCONJ
ap-9969	93	15	nearly	nearly	ADV
ap-9969	93	16	critically	critically	ADV
ap-9969	93	17	sampled	sample	VERB
ap-9969	93	18	images	image	NOUN
ap-9969	93	19	.	.	PUNCT
ap-9969	94	1	points	point	NOUN
ap-9969	94	2	of	of	ADP
ap-9969	94	3	different	different	ADJ
ap-9969	94	4	colours	colour	NOUN
ap-9969	94	5	represent	represent	VERB
ap-9969	94	6	various	various	ADJ
ap-9969	94	7	flagged	flag	VERB
ap-9969	94	8	objects	object	NOUN
ap-9969	94	9	–	–	PUNCT
ap-9969	94	10	the	the	DET
ap-9969	94	11	ones	one	NOUN
ap-9969	94	12	containing	contain	VERB
ap-9969	94	13	saturated	saturate	VERB
ap-9969	94	14	pixels	pixel	NOUN
ap-9969	94	15	or	or	CCONJ
ap-9969	94	16	cosmic	cosmic	ADJ
ap-9969	94	17	ray	ray	NOUN
ap-9969	94	18	hits	hit	VERB
ap-9969	94	19	inside	inside	ADP
ap-9969	94	20	isophotal	isophotal	ADJ
ap-9969	94	21	aperture	aperture	NOUN
ap-9969	94	22	,	,	PUNCT
ap-9969	94	23	the	the	DET
ap-9969	94	24	ones	one	NOUN
ap-9969	94	25	marked	mark	VERB
ap-9969	94	26	as	as	SCONJ
ap-9969	94	27	deblended	deblende	VERB
ap-9969	94	28	,	,	PUNCT
ap-9969	94	29	and	and	CCONJ
ap-9969	94	30	having	have	VERB
ap-9969	94	31	other	other	ADJ
ap-9969	94	32	extraction	extraction	NOUN
ap-9969	94	33	flags	flag	NOUN
ap-9969	94	34	set	set	VERB
ap-9969	94	35	by	by	ADP
ap-9969	94	36	sextractor	sextractor	NOUN
ap-9969	94	37	.	.	PUNCT
ap-9969	95	1	the	the	DET
ap-9969	95	2	red	red	ADJ
ap-9969	95	3	outline	outline	NOUN
ap-9969	95	4	marks	mark	VERB
ap-9969	95	5	the	the	DET
ap-9969	95	6	region	region	NOUN
ap-9969	95	7	selected	select	VERB
ap-9969	95	8	as	as	ADP
ap-9969	95	9	“	"	PUNCT
ap-9969	95	10	good	good	NOUN
ap-9969	95	11	”	"	PUNCT
ap-9969	95	12	by	by	ADP
ap-9969	95	13	the	the	DET
ap-9969	95	14	isolation	isolation	NOUN
ap-9969	95	15	forest	forest	NOUN
ap-9969	95	16	outline	outline	NOUN
ap-9969	95	17	rejection	rejection	NOUN
ap-9969	95	18	algorithm	algorithm	NOUN
ap-9969	95	19	,	,	PUNCT
ap-9969	95	20	as	as	SCONJ
ap-9969	95	21	described	describe	VERB
ap-9969	95	22	in	in	ADP
ap-9969	95	23	section	section	NOUN
ap-9969	95	24	3.2	3.2	NUM
ap-9969	95	25	.	.	PUNCT
ap-9969	96	1	bitmask	bitmask	NOUN
ap-9969	96	2	meaning	mean	VERB
ap-9969	96	3	flags	flag	NOUN
ap-9969	96	4	from	from	ADP
ap-9969	96	5	sextractor	sextractor	NOUN
ap-9969	96	6	0x001	0x001	NOUN
ap-9969	96	7	aperture	aperture	PROPN
ap-9969	96	8	flux	flux	NOUN
ap-9969	96	9	is	be	AUX
ap-9969	96	10	significantly	significantly	ADV
ap-9969	96	11	affected	affect	VERB
ap-9969	96	12	by	by	ADP
ap-9969	96	13	nearby	nearby	ADJ
ap-9969	96	14	stars	star	NOUN
ap-9969	96	15	or	or	CCONJ
ap-9969	96	16	bad	bad	ADJ
ap-9969	96	17	pixels	pixel	NOUN
ap-9969	96	18	0x002	0x002	NUM
ap-9969	96	19	object	object	NOUN
ap-9969	96	20	is	be	AUX
ap-9969	96	21	deblended	deblende	VERB
ap-9969	96	22	0x004	0x004	NUM
ap-9969	96	23	object	object	NOUN
ap-9969	96	24	is	be	AUX
ap-9969	96	25	saturated	saturate	VERB
ap-9969	96	26	0x008	0x008	NUM
ap-9969	96	27	object	object	NOUN
ap-9969	96	28	footprint	footprint	NOUN
ap-9969	96	29	is	be	AUX
ap-9969	96	30	truncated	truncate	VERB
ap-9969	96	31	0x010	0x010	NUM
ap-9969	96	32	object	object	NOUN
ap-9969	96	33	aperture	aperture	ADJ
ap-9969	96	34	data	datum	NOUN
ap-9969	96	35	are	be	AUX
ap-9969	96	36	incomplete	incomplete	ADJ
ap-9969	96	37	0x020	0x020	NUM
ap-9969	96	38	object	object	NOUN
ap-9969	96	39	isophotal	isophotal	ADJ
ap-9969	96	40	data	datum	NOUN
ap-9969	96	41	are	be	AUX
ap-9969	96	42	incomplete	incomplete	ADJ
ap-9969	96	43	0x100	0x100	NUM
ap-9969	96	44	object	object	NOUN
ap-9969	96	45	footprint	footprint	NOUN
ap-9969	96	46	contains	contain	VERB
ap-9969	96	47	masked	mask	VERB
ap-9969	96	48	pixels	pixel	NOUN
ap-9969	96	49	flags	flag	NOUN
ap-9969	96	50	from	from	ADP
ap-9969	96	51	aperture	aperture	ADJ
ap-9969	96	52	photometry	photometry	NOUN
ap-9969	96	53	0x200	0x200	NUM
ap-9969	96	54	photometric	photometric	NOUN
ap-9969	96	55	aperture	aperture	NOUN
ap-9969	96	56	contains	contain	VERB
ap-9969	96	57	masked	mask	VERB
ap-9969	96	58	pixels	pixel	NOUN
ap-9969	96	59	0x400	0x400	NUM
ap-9969	96	60	local	local	ADJ
ap-9969	96	61	background	background	NOUN
ap-9969	96	62	annulus	annulus	NOUN
ap-9969	96	63	does	do	AUX
ap-9969	96	64	not	not	PART
ap-9969	96	65	have	have	VERB
ap-9969	96	66	enough	enough	ADJ
ap-9969	96	67	good	good	ADJ
ap-9969	96	68	pixels	pixel	NOUN
ap-9969	96	69	flags	flag	NOUN
ap-9969	96	70	from	from	ADP
ap-9969	96	71	higher	high	ADJ
ap-9969	96	72	-	-	PUNCT
ap-9969	96	73	level	level	NOUN
ap-9969	96	74	analysis	analysis	NOUN
ap-9969	96	75	0x800	0x800	NUM
ap-9969	96	76	object	object	NOUN
ap-9969	96	77	is	be	AUX
ap-9969	96	78	classified	classify	VERB
ap-9969	96	79	as	as	ADP
ap-9969	96	80	outlier	outlier	NOUN
ap-9969	96	81	by	by	ADP
ap-9969	96	82	prefiltering	prefiltere	VERB
ap-9969	96	83	routine	routine	ADJ
ap-9969	96	84	table	table	NOUN
ap-9969	96	85	2	2	NUM
ap-9969	96	86	.	.	X
ap-9969	96	87	object	object	NOUN
ap-9969	96	88	flags	flag	NOUN
ap-9969	96	89	as	as	SCONJ
ap-9969	96	90	set	set	VERB
ap-9969	96	91	at	at	ADP
ap-9969	96	92	various	various	ADJ
ap-9969	96	93	stages	stage	NOUN
ap-9969	96	94	of	of	ADP
ap-9969	96	95	the	the	DET
ap-9969	96	96	analysis	analysis	NOUN
ap-9969	96	97	.	.	PUNCT
ap-9969	97	1	us	we	PRON
ap-9969	97	2	to	to	PART
ap-9969	97	3	implement	implement	VERB
ap-9969	97	4	proper	proper	ADJ
ap-9969	97	5	local	local	ADJ
ap-9969	97	6	background	background	NOUN
ap-9969	97	7	estimation	estimation	NOUN
ap-9969	97	8	inside	inside	ADP
ap-9969	97	9	an	an	DET
ap-9969	97	10	annulus	annulus	NOUN
ap-9969	97	11	of	of	ADP
ap-9969	97	12	user	user	NOUN
ap-9969	97	13	-	-	PUNCT
ap-9969	97	14	specified	specify	VERB
ap-9969	97	15	size	size	NOUN
ap-9969	97	16	.	.	PUNCT
ap-9969	98	1	in	in	ADP
ap-9969	98	2	order	order	NOUN
ap-9969	98	3	to	to	PART
ap-9969	98	4	facilitate	facilitate	VERB
ap-9969	98	5	mostly	mostly	ADV
ap-9969	98	6	automatic	automatic	ADJ
ap-9969	98	7	use	use	NOUN
ap-9969	98	8	,	,	PUNCT
ap-9969	98	9	we	we	PRON
ap-9969	98	10	automatically	automatically	ADV
ap-9969	98	11	select	select	VERB
ap-9969	98	12	the	the	DET
ap-9969	98	13	aperture	aperture	ADJ
ap-9969	98	14	radius	radius	NOUN
ap-9969	98	15	to	to	PART
ap-9969	98	16	be	be	AUX
ap-9969	98	17	equal	equal	ADJ
ap-9969	98	18	to	to	ADP
ap-9969	98	19	image	image	NOUN
ap-9969	98	20	fwhm	fwhm	NOUN
ap-9969	98	21	,	,	PUNCT
ap-9969	98	22	which	which	PRON
ap-9969	98	23	is	be	AUX
ap-9969	98	24	a	a	DET
ap-9969	98	25	good	good	ADJ
ap-9969	98	26	compromise	compromise	NOUN
ap-9969	98	27	between	between	ADP
ap-9969	98	28	the	the	DET
ap-9969	98	29	signal	signal	NOUN
ap-9969	98	30	to	to	PART
ap-9969	98	31	noise	noise	VERB
ap-9969	98	32	(	(	PUNCT
ap-9969	98	33	s	s	NOUN
ap-9969	98	34	/	/	SYM
ap-9969	98	35	n	n	CCONJ
ap-9969	98	36	)	)	PUNCT
ap-9969	98	37	ratio	ratio	NOUN
ap-9969	98	38	and	and	CCONJ
ap-9969	98	39	source	source	NOUN
ap-9969	98	40	confusion	confusion	NOUN
ap-9969	98	41	in	in	ADP
ap-9969	98	42	denser	dense	ADJ
ap-9969	98	43	stellar	stellar	ADJ
ap-9969	98	44	fields	field	NOUN
ap-9969	98	45	,	,	PUNCT
ap-9969	98	46	and	and	CCONJ
ap-9969	98	47	place	place	VERB
ap-9969	98	48	the	the	DET
ap-9969	98	49	sky	sky	NOUN
ap-9969	98	50	annulus	annulus	NOUN
ap-9969	98	51	between	between	ADP
ap-9969	98	52	5	5	NUM
ap-9969	98	53	and	and	CCONJ
ap-9969	98	54	7	7	NUM
ap-9969	98	55	fwhm	fwhm	NOUN
ap-9969	98	56	values	value	NOUN
ap-9969	98	57	so	so	SCONJ
ap-9969	98	58	that	that	SCONJ
ap-9969	98	59	it	it	PRON
ap-9969	98	60	is	be	AUX
ap-9969	98	61	large	large	ADJ
ap-9969	98	62	enough	enough	ADV
ap-9969	98	63	for	for	ADP
ap-9969	98	64	an	an	DET
ap-9969	98	65	accurate	accurate	ADJ
ap-9969	98	66	local	local	ADJ
ap-9969	98	67	background	background	NOUN
ap-9969	98	68	estimation	estimation	NOUN
ap-9969	98	69	.	.	PUNCT
ap-9969	99	1	these	these	DET
ap-9969	99	2	values	value	NOUN
ap-9969	99	3	can	can	AUX
ap-9969	99	4	also	also	ADV
ap-9969	99	5	be	be	AUX
ap-9969	99	6	adjusted	adjust	VERB
ap-9969	99	7	by	by	ADP
ap-9969	99	8	the	the	DET
ap-9969	99	9	user	user	NOUN
ap-9969	99	10	,	,	PUNCT
ap-9969	99	11	if	if	SCONJ
ap-9969	99	12	needed	need	VERB
ap-9969	99	13	.	.	PUNCT
ap-9969	100	1	as	as	ADP
ap-9969	100	2	an	an	DET
ap-9969	100	3	estimate	estimate	NOUN
ap-9969	100	4	of	of	ADP
ap-9969	100	5	image	image	NOUN
ap-9969	100	6	fwhm	fwhm	NOUN
ap-9969	100	7	,	,	PUNCT
ap-9969	100	8	we	we	PRON
ap-9969	100	9	use	use	VERB
ap-9969	100	10	the	the	DET
ap-9969	100	11	median	median	ADJ
ap-9969	100	12	value	value	NOUN
ap-9969	100	13	of	of	ADP
ap-9969	100	14	2·flux_radius	2·flux_radius	NUM
ap-9969	100	15	for	for	ADP
ap-9969	100	16	all	all	DET
ap-9969	100	17	unflagged	unflagged	ADJ
ap-9969	100	18	objects	object	NOUN
ap-9969	100	19	having	have	VERB
ap-9969	100	20	s	s	NOUN
ap-9969	100	21	/	/	SYM
ap-9969	100	22	n	n	NOUN
ap-9969	100	23	>	>	SYM
ap-9969	100	24	20	20	NUM
ap-9969	100	25	,	,	PUNCT
ap-9969	100	26	thus	thus	ADV
ap-9969	100	27	rejecting	reject	VERB
ap-9969	100	28	artefacts	artefact	NOUN
ap-9969	100	29	and	and	CCONJ
ap-9969	100	30	non	non	ADJ
ap-9969	100	31	-	-	ADJ
ap-9969	100	32	point	point	ADJ
ap-9969	100	33	-	-	PUNCT
ap-9969	100	34	source	source	NOUN
ap-9969	100	35	objects	object	NOUN
ap-9969	100	36	in	in	ADP
ap-9969	100	37	a	a	DET
ap-9969	100	38	way	way	NOUN
ap-9969	100	39	similar	similar	ADJ
ap-9969	100	40	to	to	ADP
ap-9969	100	41	implemented	implement	VERB
ap-9969	100	42	e.g.	e.g.	ADV
ap-9969	100	43	in	in	ADP
ap-9969	100	44	psfex	psfex	NOUN
ap-9969	100	45	[	[	X
ap-9969	100	46	37	37	NUM
ap-9969	100	47	]	]	PUNCT
ap-9969	100	48	.	.	PUNCT
ap-9969	101	1	using	use	VERB
ap-9969	101	2	an	an	DET
ap-9969	101	3	additional	additional	ADJ
ap-9969	101	4	aperture	aperture	NOUN
ap-9969	101	5	photometry	photometry	NOUN
ap-9969	101	6	step	step	NOUN
ap-9969	101	7	allows	allow	VERB
ap-9969	101	8	us	we	PRON
ap-9969	101	9	to	to	PART
ap-9969	101	10	also	also	ADV
ap-9969	101	11	perform	perform	VERB
ap-9969	101	12	forced	force	VERB
ap-9969	101	13	photometry	photometry	NOUN
ap-9969	101	14	at	at	ADP
ap-9969	101	15	the	the	DET
ap-9969	101	16	positions	position	NOUN
ap-9969	101	17	specified	specify	VERB
ap-9969	101	18	by	by	ADP
ap-9969	101	19	the	the	DET
ap-9969	101	20	user	user	NOUN
ap-9969	101	21	,	,	PUNCT
ap-9969	101	22	for	for	ADP
ap-9969	101	23	example	example	NOUN
ap-9969	101	24	,	,	PUNCT
ap-9969	101	25	corresponding	correspond	VERB
ap-9969	101	26	to	to	ADP
ap-9969	101	27	transients	transient	NOUN
ap-9969	101	28	with	with	ADP
ap-9969	101	29	already	already	ADV
ap-9969	101	30	known	know	VERB
ap-9969	101	31	coordinates	coordinate	NOUN
ap-9969	101	32	,	,	PUNCT
ap-9969	101	33	with	with	ADP
ap-9969	101	34	exactly	exactly	ADV
ap-9969	101	35	the	the	DET
ap-9969	101	36	same	same	ADJ
ap-9969	101	37	parameters	parameter	NOUN
ap-9969	101	38	like	like	ADP
ap-9969	101	39	aperture	aperture	NOUN
ap-9969	101	40	and	and	CCONJ
ap-9969	101	41	background	background	NOUN
ap-9969	101	42	subtraction	subtraction	NOUN
ap-9969	101	43	methods	method	NOUN
ap-9969	101	44	,	,	PUNCT
ap-9969	101	45	thus	thus	ADV
ap-9969	101	46	ensuring	ensure	VERB
ap-9969	101	47	common	common	ADJ
ap-9969	101	48	effective	effective	ADJ
ap-9969	101	49	zero	zero	NUM
ap-9969	101	50	point	point	NOUN
ap-9969	101	51	for	for	ADP
ap-9969	101	52	all	all	DET
ap-9969	101	53	measurements	measurement	NOUN
ap-9969	101	54	.	.	PUNCT
ap-9969	102	1	after	after	ADP
ap-9969	102	2	the	the	DET
ap-9969	102	3	object	object	NOUN
ap-9969	102	4	measurement	measurement	NOUN
ap-9969	102	5	,	,	PUNCT
ap-9969	102	6	we	we	PRON
ap-9969	102	7	exclude	exclude	VERB
ap-9969	102	8	the	the	DET
ap-9969	102	9	detections	detection	NOUN
ap-9969	102	10	with	with	ADP
ap-9969	102	11	sufficiently	sufficiently	ADV
ap-9969	102	12	large	large	ADJ
ap-9969	102	13	photometric	photometric	ADJ
ap-9969	102	14	errors	error	NOUN
ap-9969	102	15	from	from	ADP
ap-9969	102	16	the	the	DET
ap-9969	102	17	object	object	NOUN
ap-9969	102	18	list	list	NOUN
ap-9969	102	19	,	,	PUNCT
ap-9969	102	20	thus	thus	ADV
ap-9969	102	21	keeping	keep	VERB
ap-9969	102	22	only	only	ADV
ap-9969	102	23	the	the	DET
ap-9969	102	24	ones	one	NOUN
ap-9969	102	25	that	that	PRON
ap-9969	102	26	have	have	VERB
ap-9969	102	27	at	at	ADP
ap-9969	102	28	least	least	ADJ
ap-9969	102	29	user	user	NOUN
ap-9969	102	30	-	-	PUNCT
ap-9969	102	31	specified	specify	VERB
ap-9969	102	32	signal	signal	NOUN
ap-9969	102	33	to	to	PART
ap-9969	102	34	noise	noise	VERB
ap-9969	102	35	ratio	ratio	NOUN
ap-9969	102	36	(	(	PUNCT
ap-9969	102	37	by	by	ADP
ap-9969	102	38	default	default	NOUN
ap-9969	102	39	5	5	NUM
ap-9969	102	40	,	,	PUNCT
ap-9969	102	41	corresponding	correspond	VERB
ap-9969	102	42	to	to	ADP
ap-9969	102	43	magnitude	magnitude	VERB
ap-9969	102	44	errors	error	NOUN
ap-9969	102	45	smaller	small	ADJ
ap-9969	102	46	than	than	ADP
ap-9969	102	47	0.2	0.2	NUM
ap-9969	102	48	)	)	PUNCT
ap-9969	102	49	.	.	PUNCT
ap-9969	103	1	together	together	ADV
ap-9969	103	2	with	with	ADP
ap-9969	103	3	the	the	DET
ap-9969	103	4	rejection	rejection	NOUN
ap-9969	103	5	of	of	ADP
ap-9969	103	6	detections	detection	NOUN
ap-9969	103	7	having	have	VERB
ap-9969	103	8	too	too	ADV
ap-9969	103	9	small	small	ADJ
ap-9969	103	10	footprints	footprint	NOUN
ap-9969	103	11	(	(	PUNCT
ap-9969	103	12	detect_minarea	detect_minarea	VERB
ap-9969	103	13	parameter	parameter	NOUN
ap-9969	103	14	of	of	ADP
ap-9969	103	15	sextractor	sextractor	NOUN
ap-9969	103	16	)	)	PUNCT
ap-9969	103	17	and	and	CCONJ
ap-9969	103	18	pre	pre	ADJ
ap-9969	103	19	-	-	ADJ
ap-9969	103	20	filtering	filtering	ADJ
ap-9969	103	21	routine	routine	NOUN
ap-9969	103	22	described	describe	VERB
ap-9969	103	23	above	above	ADV
ap-9969	103	24	,	,	PUNCT
ap-9969	103	25	it	it	PRON
ap-9969	103	26	allows	allow	VERB
ap-9969	103	27	to	to	PART
ap-9969	103	28	reject	reject	VERB
ap-9969	103	29	obvious	obvious	ADJ
ap-9969	103	30	pixel	pixel	ADJ
ap-9969	103	31	-	-	PUNCT
ap-9969	103	32	level	level	NOUN
ap-9969	103	33	and	and	CCONJ
ap-9969	103	34	extended	extended	ADJ
ap-9969	103	35	artefacts	artefact	NOUN
ap-9969	103	36	,	,	PUNCT
ap-9969	103	37	as	as	ADV
ap-9969	103	38	well	well	ADV
ap-9969	103	39	as	as	ADP
ap-9969	103	40	to	to	PART
ap-9969	103	41	keep	keep	VERB
ap-9969	103	42	only	only	ADJ
ap-9969	103	43	objects	object	NOUN
ap-9969	103	44	with	with	ADP
ap-9969	103	45	properly	properly	ADV
ap-9969	103	46	measured	measure	VERB
ap-9969	103	47	flux	flux	NOUN
ap-9969	103	48	.	.	PUNCT
ap-9969	104	1	3.3	3.3	NUM
ap-9969	104	2	.	.	PUNCT
ap-9969	104	3	astrometric	astrometric	ADJ
ap-9969	104	4	calibration	calibration	NOUN
ap-9969	104	5	if	if	SCONJ
ap-9969	104	6	the	the	DET
ap-9969	104	7	fits	fit	NOUN
ap-9969	104	8	header	header	NOUN
ap-9969	104	9	does	do	AUX
ap-9969	104	10	not	not	PART
ap-9969	104	11	contain	contain	VERB
ap-9969	104	12	a	a	DET
ap-9969	104	13	usable	usable	ADJ
ap-9969	104	14	astrometric	astrometric	ADJ
ap-9969	104	15	solution	solution	NOUN
ap-9969	104	16	,	,	PUNCT
ap-9969	104	17	or	or	CCONJ
ap-9969	104	18	if	if	SCONJ
ap-9969	104	19	the	the	DET
ap-9969	104	20	user	user	NOUN
ap-9969	104	21	suspects	suspect	VERB
ap-9969	104	22	it	it	PRON
ap-9969	104	23	to	to	PART
ap-9969	104	24	be	be	AUX
ap-9969	104	25	unreliable	unreliable	ADJ
ap-9969	104	26	,	,	PUNCT
ap-9969	104	27	the	the	DET
ap-9969	104	28	software	software	NOUN
ap-9969	104	29	initiates	initiate	VERB
ap-9969	104	30	blind	blind	ADJ
ap-9969	104	31	solving	solving	NOUN
ap-9969	104	32	for	for	ADP
ap-9969	104	33	it	it	PRON
ap-9969	104	34	using	use	VERB
ap-9969	104	35	a	a	DET
ap-9969	104	36	local	local	ADJ
ap-9969	104	37	instance	instance	NOUN
ap-9969	104	38	of	of	ADP
ap-9969	104	39	astrometry.net	astrometry.net	X
ap-9969	104	40	[	[	X
ap-9969	104	41	17	17	NUM
ap-9969	104	42	]	]	PUNCT
ap-9969	104	43	code	code	NOUN
ap-9969	104	44	with	with	ADP
ap-9969	104	45	2mass	2mass	NUM
ap-9969	104	46	54	54	NUM
ap-9969	104	47	vol	vol	NOUN
ap-9969	104	48	.	.	PUNCT
ap-9969	105	1	65	65	NUM
ap-9969	105	2	no	no	INTJ
ap-9969	105	3	.	.	PUNCT
ap-9969	106	1	1/2025	1/2025	NUM
ap-9969	106	2	simple	simple	ADJ
ap-9969	106	3	transient	transient	NOUN
ap-9969	106	4	detection	detection	NOUN
ap-9969	106	5	for	for	ADP
ap-9969	106	6	the	the	DET
ap-9969	106	7	web	web	NOUN
ap-9969	106	8	indices	index	NOUN
ap-9969	106	9	that	that	PRON
ap-9969	106	10	are	be	AUX
ap-9969	106	11	sufficient	sufficient	ADJ
ap-9969	106	12	for	for	ADP
ap-9969	106	13	most	most	ADJ
ap-9969	106	14	of	of	ADP
ap-9969	106	15	deeper	deep	ADJ
ap-9969	106	16	images	image	NOUN
ap-9969	106	17	.	.	PUNCT
ap-9969	107	1	in	in	ADP
ap-9969	107	2	order	order	NOUN
ap-9969	107	3	to	to	PART
ap-9969	107	4	ensure	ensure	VERB
ap-9969	107	5	that	that	SCONJ
ap-9969	107	6	the	the	DET
ap-9969	107	7	astrometric	astrometric	ADJ
ap-9969	107	8	solution	solution	NOUN
ap-9969	107	9	uses	use	VERB
ap-9969	107	10	the	the	DET
ap-9969	107	11	same	same	ADJ
ap-9969	107	12	positions	position	NOUN
ap-9969	107	13	as	as	ADP
ap-9969	107	14	other	other	ADJ
ap-9969	107	15	steps	step	NOUN
ap-9969	107	16	of	of	ADP
ap-9969	107	17	our	our	PRON
ap-9969	107	18	analysis	analysis	NOUN
ap-9969	107	19	,	,	PUNCT
ap-9969	107	20	as	as	ADV
ap-9969	107	21	well	well	ADV
ap-9969	107	22	as	as	ADP
ap-9969	107	23	for	for	ADP
ap-9969	107	24	optimising	optimise	VERB
ap-9969	107	25	the	the	DET
ap-9969	107	26	performance	performance	NOUN
ap-9969	107	27	,	,	PUNCT
ap-9969	107	28	we	we	PRON
ap-9969	107	29	run	run	VERB
ap-9969	107	30	the	the	DET
ap-9969	107	31	code	code	NOUN
ap-9969	107	32	directly	directly	ADV
ap-9969	107	33	on	on	ADP
ap-9969	107	34	the	the	DET
ap-9969	107	35	list	list	NOUN
ap-9969	107	36	of	of	ADP
ap-9969	107	37	object	object	NOUN
ap-9969	107	38	positions	position	NOUN
ap-9969	107	39	detected	detect	VERB
ap-9969	107	40	in	in	ADP
ap-9969	107	41	the	the	DET
ap-9969	107	42	previous	previous	ADJ
ap-9969	107	43	step	step	NOUN
ap-9969	107	44	,	,	PUNCT
ap-9969	107	45	additionally	additionally	ADV
ap-9969	107	46	filtering	filter	VERB
ap-9969	107	47	out	out	ADP
ap-9969	107	48	all	all	DET
ap-9969	107	49	flagged	flag	VERB
ap-9969	107	50	objects	object	NOUN
ap-9969	107	51	to	to	PART
ap-9969	107	52	avoid	avoid	VERB
ap-9969	107	53	spurious	spurious	ADJ
ap-9969	107	54	matches	match	NOUN
ap-9969	107	55	due	due	ADJ
ap-9969	107	56	to	to	ADP
ap-9969	107	57	non	non	ADJ
ap-9969	107	58	-	-	ADJ
ap-9969	107	59	stellar	stellar	ADJ
ap-9969	107	60	objects	object	NOUN
ap-9969	107	61	and	and	CCONJ
ap-9969	107	62	artefacts	artefact	NOUN
ap-9969	107	63	.	.	PUNCT
ap-9969	108	1	optionally	optionally	ADV
ap-9969	108	2	,	,	PUNCT
ap-9969	108	3	the	the	DET
ap-9969	108	4	user	user	NOUN
ap-9969	108	5	can	can	AUX
ap-9969	108	6	interactively	interactively	ADV
ap-9969	108	7	provide	provide	VERB
ap-9969	108	8	the	the	DET
ap-9969	108	9	limits	limit	NOUN
ap-9969	108	10	on	on	ADP
ap-9969	108	11	the	the	DET
ap-9969	108	12	sky	sky	NOUN
ap-9969	108	13	position	position	NOUN
ap-9969	108	14	and	and	CCONJ
ap-9969	108	15	the	the	DET
ap-9969	108	16	range	range	NOUN
ap-9969	108	17	of	of	ADP
ap-9969	108	18	pixel	pixel	PROPN
ap-9969	108	19	scales	scale	NOUN
ap-9969	108	20	used	use	VERB
ap-9969	108	21	for	for	ADP
ap-9969	108	22	finding	find	VERB
ap-9969	108	23	the	the	DET
ap-9969	108	24	solution	solution	NOUN
ap-9969	108	25	,	,	PUNCT
ap-9969	108	26	otherwise	otherwise	ADV
ap-9969	108	27	the	the	DET
ap-9969	108	28	full	full	ADJ
ap-9969	108	29	search	search	NOUN
ap-9969	108	30	for	for	ADP
ap-9969	108	31	it	it	PRON
ap-9969	108	32	is	be	AUX
ap-9969	108	33	performed	perform	VERB
ap-9969	108	34	.	.	PUNCT
ap-9969	109	1	we	we	PRON
ap-9969	109	2	also	also	ADV
ap-9969	109	3	run	run	VERB
ap-9969	109	4	the	the	DET
ap-9969	109	5	code	code	NOUN
ap-9969	109	6	twice	twice	ADV
ap-9969	109	7	,	,	PUNCT
ap-9969	109	8	in	in	ADP
ap-9969	109	9	order	order	NOUN
ap-9969	109	10	to	to	PART
ap-9969	109	11	properly	properly	ADV
ap-9969	109	12	refine	refine	VERB
ap-9969	109	13	the	the	DET
ap-9969	109	14	solution	solution	NOUN
ap-9969	109	15	to	to	PART
ap-9969	109	16	produce	produce	VERB
ap-9969	109	17	wcs	wcs	NOUN
ap-9969	109	18	with	with	ADP
ap-9969	109	19	second	second	ADJ
ap-9969	109	20	-	-	PUNCT
ap-9969	109	21	order	order	NOUN
ap-9969	109	22	sip	sip	NOUN
ap-9969	109	23	order	order	NOUN
ap-9969	109	24	distortions	distortion	NOUN
ap-9969	109	25	included	include	VERB
ap-9969	109	26	.	.	PUNCT
ap-9969	110	1	as	as	ADV
ap-9969	110	2	soon	soon	ADV
ap-9969	110	3	as	as	SCONJ
ap-9969	110	4	the	the	DET
ap-9969	110	5	preliminary	preliminary	ADJ
ap-9969	110	6	astrometric	astrometric	ADJ
ap-9969	110	7	solution	solution	NOUN
ap-9969	110	8	is	be	AUX
ap-9969	110	9	known	know	VERB
ap-9969	110	10	,	,	PUNCT
ap-9969	110	11	either	either	CCONJ
ap-9969	110	12	from	from	ADP
ap-9969	110	13	blind	blind	ADJ
ap-9969	110	14	matching	matching	NOUN
ap-9969	110	15	or	or	CCONJ
ap-9969	110	16	from	from	ADP
ap-9969	110	17	the	the	DET
ap-9969	110	18	original	original	ADJ
ap-9969	110	19	fits	fit	NOUN
ap-9969	110	20	header	header	NOUN
ap-9969	110	21	,	,	PUNCT
ap-9969	110	22	we	we	PRON
ap-9969	110	23	request	request	VERB
ap-9969	110	24	the	the	DET
ap-9969	110	25	catalogue	catalogue	NOUN
ap-9969	110	26	from	from	ADP
ap-9969	110	27	vizier	vizier	NOUN
ap-9969	110	28	that	that	PRON
ap-9969	110	29	will	will	AUX
ap-9969	110	30	be	be	AUX
ap-9969	110	31	used	use	VERB
ap-9969	110	32	for	for	ADP
ap-9969	110	33	the	the	DET
ap-9969	110	34	photometric	photometric	NOUN
ap-9969	110	35	calibration	calibration	NOUN
ap-9969	110	36	(	(	PUNCT
ap-9969	110	37	see	see	VERB
ap-9969	110	38	section	section	NOUN
ap-9969	110	39	3.4	3.4	NUM
ap-9969	110	40	for	for	ADP
ap-9969	110	41	more	more	ADJ
ap-9969	110	42	details	detail	NOUN
ap-9969	110	43	)	)	PUNCT
ap-9969	110	44	and	and	CCONJ
ap-9969	110	45	perform	perform	VERB
ap-9969	110	46	additional	additional	ADJ
ap-9969	110	47	astrometric	astrometric	ADJ
ap-9969	110	48	refinement	refinement	NOUN
ap-9969	110	49	using	use	VERB
ap-9969	110	50	the	the	DET
ap-9969	110	51	scamp	scamp	NOUN
ap-9969	110	52	[	[	X
ap-9969	110	53	23	23	NUM
ap-9969	110	54	]	]	PUNCT
ap-9969	110	55	code	code	NOUN
ap-9969	110	56	by	by	ADP
ap-9969	110	57	passing	pass	VERB
ap-9969	110	58	both	both	CCONJ
ap-9969	110	59	the	the	DET
ap-9969	110	60	catalogue	catalogue	NOUN
ap-9969	110	61	and	and	CCONJ
ap-9969	110	62	list	list	NOUN
ap-9969	110	63	of	of	ADP
ap-9969	110	64	unflagged	unflagged	ADJ
ap-9969	110	65	detected	detect	VERB
ap-9969	110	66	object	object	NOUN
ap-9969	110	67	positions	position	NOUN
ap-9969	110	68	to	to	ADP
ap-9969	110	69	it	it	PRON
ap-9969	110	70	.	.	PUNCT
ap-9969	111	1	this	this	DET
ap-9969	111	2	way	way	NOUN
ap-9969	111	3	,	,	PUNCT
ap-9969	111	4	we	we	PRON
ap-9969	111	5	ensure	ensure	VERB
ap-9969	111	6	that	that	SCONJ
ap-9969	111	7	the	the	DET
ap-9969	111	8	astrometric	astrometric	ADJ
ap-9969	111	9	solution	solution	NOUN
ap-9969	111	10	is	be	AUX
ap-9969	111	11	always	always	ADV
ap-9969	111	12	correct	correct	ADJ
ap-9969	111	13	,	,	PUNCT
ap-9969	111	14	down	down	ADP
ap-9969	111	15	to	to	ADP
ap-9969	111	16	the	the	DET
ap-9969	111	17	accuracy	accuracy	NOUN
ap-9969	111	18	required	require	VERB
ap-9969	111	19	for	for	ADP
ap-9969	111	20	the	the	DET
ap-9969	111	21	photometric	photometric	NOUN
ap-9969	111	22	calibration	calibration	NOUN
ap-9969	111	23	and	and	CCONJ
ap-9969	111	24	image	image	NOUN
ap-9969	111	25	subtraction	subtraction	NOUN
ap-9969	111	26	steps	step	NOUN
ap-9969	111	27	.	.	PUNCT
ap-9969	112	1	3.4	3.4	NUM
ap-9969	112	2	.	.	PUNCT
ap-9969	112	3	reference	reference	NOUN
ap-9969	112	4	catalogues	catalogue	NOUN
ap-9969	112	5	and	and	CCONJ
ap-9969	112	6	photometric	photometric	ADJ
ap-9969	112	7	calibration	calibration	NOUN
ap-9969	112	8	in	in	ADP
ap-9969	112	9	order	order	NOUN
ap-9969	112	10	to	to	PART
ap-9969	112	11	perform	perform	VERB
ap-9969	112	12	the	the	DET
ap-9969	112	13	photometric	photometric	NOUN
ap-9969	112	14	calibration	calibration	NOUN
ap-9969	112	15	,	,	PUNCT
ap-9969	112	16	we	we	PRON
ap-9969	112	17	use	use	VERB
ap-9969	112	18	one	one	NUM
ap-9969	112	19	of	of	ADP
ap-9969	112	20	the	the	DET
ap-9969	112	21	larger	large	ADJ
ap-9969	112	22	catalogues	catalogue	NOUN
ap-9969	112	23	covering	cover	VERB
ap-9969	112	24	large	large	ADJ
ap-9969	112	25	portions	portion	NOUN
ap-9969	112	26	of	of	ADP
ap-9969	112	27	the	the	DET
ap-9969	112	28	sky	sky	NOUN
ap-9969	112	29	and	and	CCONJ
ap-9969	112	30	available	available	ADJ
ap-9969	112	31	in	in	ADP
ap-9969	112	32	cds	cd	NOUN
ap-9969	112	33	vizier	vizier	NOUN
ap-9969	113	1	[	[	X
ap-9969	113	2	38	38	NUM
ap-9969	113	3	]	]	PUNCT
ap-9969	113	4	–	–	PUNCT
ap-9969	113	5	pan	pan	PROPN
ap-9969	113	6	-	-	PUNCT
ap-9969	113	7	starrs	starrs	PROPN
ap-9969	113	8	dr1	dr1	PROPN
ap-9969	114	1	[	[	X
ap-9969	114	2	39	39	NUM
ap-9969	114	3	]	]	PUNCT
ap-9969	114	4	,	,	PUNCT
ap-9969	114	5	skymapper	skymapper	PROPN
ap-9969	114	6	southern	southern	ADJ
ap-9969	114	7	survey	survey	NOUN
ap-9969	114	8	dr4	dr4	VERB
ap-9969	115	1	[	[	X
ap-9969	115	2	40	40	NUM
ap-9969	115	3	]	]	PUNCT
ap-9969	115	4	,	,	PUNCT
ap-9969	115	5	gaia	gaia	PROPN
ap-9969	115	6	edr3	edr3	PROPN
ap-9969	115	7	[	[	X
ap-9969	115	8	41	41	NUM
ap-9969	115	9	]	]	PUNCT
ap-9969	115	10	,	,	PUNCT
ap-9969	115	11	compilative	compilative	ADJ
ap-9969	115	12	all	all	DET
ap-9969	115	13	-	-	PUNCT
ap-9969	115	14	sky	sky	NOUN
ap-9969	115	15	atlas	atlas	PROPN
ap-9969	115	16	-	-	PUNCT
ap-9969	115	17	refcat2	refcat2	NOUN
ap-9969	116	1	[	[	X
ap-9969	116	2	42	42	NUM
ap-9969	116	3	]	]	X
ap-9969	116	4	catalogue	catalogue	NOUN
ap-9969	116	5	,	,	PUNCT
ap-9969	116	6	and	and	CCONJ
ap-9969	116	7	the	the	DET
ap-9969	116	8	catalogue	catalogue	NOUN
ap-9969	116	9	of	of	ADP
ap-9969	116	10	synthetic	synthetic	ADJ
ap-9969	116	11	photometry	photometry	NOUN
ap-9969	116	12	computed	compute	VERB
ap-9969	116	13	from	from	ADP
ap-9969	116	14	gaia	gaia	PROPN
ap-9969	116	15	lowresolution	lowresolution	NOUN
ap-9969	116	16	spectra	spectra	NOUN
ap-9969	116	17	(	(	PUNCT
ap-9969	116	18	gaia	gaia	PROPN
ap-9969	116	19	dr3	dr3	PROPN
ap-9969	116	20	syntphot	syntphot	PROPN
ap-9969	117	1	[	[	X
ap-9969	117	2	43	43	NUM
ap-9969	117	3	]	]	PUNCT
ap-9969	117	4	)	)	PUNCT
ap-9969	117	5	.	.	PUNCT
ap-9969	118	1	the	the	DET
ap-9969	118	2	catalogues	catalogue	NOUN
ap-9969	118	3	are	be	AUX
ap-9969	118	4	requested	request	VERB
ap-9969	118	5	from	from	ADP
ap-9969	118	6	vizier	vizier	NOUN
ap-9969	118	7	on	on	ADP
ap-9969	118	8	the	the	DET
ap-9969	118	9	fly	fly	NOUN
ap-9969	118	10	,	,	PUNCT
ap-9969	118	11	using	use	VERB
ap-9969	118	12	the	the	DET
ap-9969	118	13	astroquery	astroquery	NOUN
ap-9969	118	14	[	[	X
ap-9969	118	15	28	28	NUM
ap-9969	118	16	]	]	X
ap-9969	118	17	package	package	NOUN
ap-9969	118	18	,	,	PUNCT
ap-9969	118	19	optionally	optionally	ADV
ap-9969	118	20	limiting	limit	VERB
ap-9969	118	21	the	the	DET
ap-9969	118	22	range	range	NOUN
ap-9969	118	23	of	of	ADP
ap-9969	118	24	magnitudes	magnitude	NOUN
ap-9969	118	25	relevant	relevant	ADJ
ap-9969	118	26	for	for	SCONJ
ap-9969	118	27	the	the	DET
ap-9969	118	28	image	image	NOUN
ap-9969	118	29	to	to	PART
ap-9969	118	30	restrict	restrict	VERB
ap-9969	118	31	download	download	NOUN
ap-9969	118	32	size	size	NOUN
ap-9969	118	33	.	.	PUNCT
ap-9969	119	1	in	in	ADP
ap-9969	119	2	order	order	NOUN
ap-9969	119	3	to	to	PART
ap-9969	119	4	ensure	ensure	VERB
ap-9969	119	5	a	a	DET
ap-9969	119	6	common	common	ADJ
ap-9969	119	7	photometric	photometric	NOUN
ap-9969	119	8	system	system	NOUN
ap-9969	119	9	for	for	ADP
ap-9969	119	10	calibrations	calibration	NOUN
ap-9969	119	11	done	do	VERB
ap-9969	119	12	using	use	VERB
ap-9969	119	13	different	different	ADJ
ap-9969	119	14	catalogues	catalogue	NOUN
ap-9969	119	15	,	,	PUNCT
ap-9969	119	16	we	we	PRON
ap-9969	119	17	derived	derive	VERB
ap-9969	119	18	a	a	DET
ap-9969	119	19	set	set	NOUN
ap-9969	119	20	of	of	ADP
ap-9969	119	21	transformation	transformation	NOUN
ap-9969	119	22	equations5	equations5	PROPN
ap-9969	119	23	between	between	ADP
ap-9969	119	24	their	their	PRON
ap-9969	119	25	individual	individual	ADJ
ap-9969	119	26	passbands	passband	NOUN
ap-9969	119	27	,	,	PUNCT
ap-9969	119	28	panstarrs	panstarr	NOUN
ap-9969	119	29	and	and	CCONJ
ap-9969	119	30	johnson	johnson	PROPN
ap-9969	119	31	-	-	PUNCT
ap-9969	119	32	cousins	cousin	NOUN
ap-9969	119	33	systems	system	NOUN
ap-9969	119	34	using	use	VERB
ap-9969	119	35	a	a	DET
ap-9969	119	36	large	large	ADJ
ap-9969	119	37	set	set	NOUN
ap-9969	119	38	of	of	ADP
ap-9969	119	39	landolt	landolt	NOUN
ap-9969	119	40	standards	standard	NOUN
ap-9969	119	41	assembled	assemble	VERB
ap-9969	119	42	in	in	ADP
ap-9969	119	43	[	[	X
ap-9969	119	44	45	45	NUM
ap-9969	119	45	]	]	PUNCT
ap-9969	119	46	.	.	PUNCT
ap-9969	120	1	when	when	SCONJ
ap-9969	120	2	appropriate	appropriate	ADJ
ap-9969	120	3	,	,	PUNCT
ap-9969	120	4	these	these	DET
ap-9969	120	5	transformations	transformation	NOUN
ap-9969	120	6	were	be	AUX
ap-9969	120	7	derived	derive	VERB
ap-9969	120	8	using	use	VERB
ap-9969	120	9	two	two	NUM
ap-9969	120	10	base	base	NOUN
ap-9969	120	11	colours	colour	NOUN
ap-9969	120	12	(	(	PUNCT
ap-9969	120	13	e.g.	e.g.	ADV
ap-9969	120	14	g	g	PROPN
ap-9969	120	15	−r	−r	PROPN
ap-9969	120	16	and	and	CCONJ
ap-9969	120	17	r−	r−	PROPN
ap-9969	120	18	i	i	PRON
ap-9969	120	19	for	for	ADP
ap-9969	120	20	pan	pan	NOUN
ap-9969	120	21	-	-	ADJ
ap-9969	120	22	starrs	starrs	ADJ
ap-9969	120	23	and	and	CCONJ
ap-9969	120	24	skymapper	skymapper	NOUN
ap-9969	120	25	magnitudes	magnitude	NOUN
ap-9969	120	26	conversion	conversion	NOUN
ap-9969	120	27	to	to	ADP
ap-9969	120	28	johnsoncousins	johnsoncousin	NOUN
ap-9969	120	29	system	system	NOUN
ap-9969	120	30	)	)	PUNCT
ap-9969	120	31	to	to	PART
ap-9969	120	32	ensure	ensure	VERB
ap-9969	120	33	the	the	DET
ap-9969	120	34	transformations	transformation	NOUN
ap-9969	120	35	are	be	AUX
ap-9969	120	36	valid	valid	ADJ
ap-9969	120	37	for	for	ADP
ap-9969	120	38	both	both	CCONJ
ap-9969	120	39	hot	hot	ADJ
ap-9969	120	40	and	and	CCONJ
ap-9969	120	41	cold	cold	ADJ
ap-9969	120	42	stars	star	NOUN
ap-9969	120	43	.	.	PUNCT
ap-9969	121	1	however	however	ADV
ap-9969	121	2	,	,	PUNCT
ap-9969	121	3	for	for	ADP
ap-9969	121	4	converting	convert	VERB
ap-9969	121	5	between	between	ADP
ap-9969	121	6	closer	close	ADJ
ap-9969	121	7	systems	system	NOUN
ap-9969	121	8	(	(	PUNCT
ap-9969	121	9	e.g.	e.g.	ADV
ap-9969	121	10	sloan	sloan	NOUN
ap-9969	121	11	or	or	CCONJ
ap-9969	121	12	skymapper	skymapper	NOUN
ap-9969	121	13	to	to	ADP
ap-9969	121	14	pan	pan	NOUN
ap-9969	121	15	-	-	PUNCT
ap-9969	121	16	starrs	starrs	NOUN
ap-9969	121	17	)	)	PUNCT
ap-9969	121	18	,	,	PUNCT
ap-9969	121	19	single	single	ADJ
ap-9969	121	20	colour	colour	NOUN
ap-9969	121	21	regression	regression	NOUN
ap-9969	121	22	is	be	AUX
ap-9969	121	23	usually	usually	ADV
ap-9969	121	24	enough	enough	ADJ
ap-9969	121	25	.	.	PUNCT
ap-9969	122	1	this	this	DET
ap-9969	122	2	way	way	NOUN
ap-9969	122	3	,	,	PUNCT
ap-9969	122	4	we	we	PRON
ap-9969	122	5	have	have	VERB
ap-9969	122	6	a	a	DET
ap-9969	122	7	set	set	NOUN
ap-9969	122	8	of	of	ADP
ap-9969	122	9	catalogues	catalogue	NOUN
ap-9969	122	10	covering	cover	VERB
ap-9969	122	11	all	all	DET
ap-9969	122	12	sky	sky	NOUN
ap-9969	122	13	and	and	CCONJ
ap-9969	122	14	sufficiently	sufficiently	ADV
ap-9969	122	15	complete	complete	ADJ
ap-9969	122	16	for	for	ADP
ap-9969	122	17	both	both	CCONJ
ap-9969	122	18	brighter	bright	ADJ
ap-9969	122	19	(	(	PUNCT
ap-9969	122	20	gaia	gaia	PROPN
ap-9969	122	21	dr3	dr3	PROPN
ap-9969	122	22	syntphot	syntphot	PROPN
ap-9969	122	23	)	)	PUNCT
ap-9969	122	24	and	and	CCONJ
ap-9969	122	25	fainter	faint	ADJ
ap-9969	122	26	(	(	PUNCT
ap-9969	122	27	pan	pan	NOUN
ap-9969	122	28	-	-	ADJ
ap-9969	122	29	starrs	starrs	NOUN
ap-9969	122	30	and	and	CCONJ
ap-9969	122	31	skymapper	skymapper	NOUN
ap-9969	122	32	)	)	PUNCT
ap-9969	122	33	stars	star	NOUN
ap-9969	122	34	,	,	PUNCT
ap-9969	122	35	providing	provide	VERB
ap-9969	122	36	measurements	measurement	NOUN
ap-9969	122	37	in	in	ADP
ap-9969	122	38	both	both	CCONJ
ap-9969	122	39	the	the	DET
ap-9969	122	40	pan	pan	NOUN
ap-9969	122	41	-	-	PUNCT
ap-9969	122	42	starrs	starrs	PROPN
ap-9969	122	43	and	and	CCONJ
ap-9969	122	44	johnson	johnson	PROPN
ap-9969	122	45	-	-	PUNCT
ap-9969	122	46	cousins	cousin	NOUN
ap-9969	122	47	systems	system	NOUN
ap-9969	122	48	,	,	PUNCT
ap-9969	122	49	all	all	DET
ap-9969	122	50	5conversion	5conversion	NUM
ap-9969	122	51	coefficients	coefficient	NOUN
ap-9969	122	52	are	be	AUX
ap-9969	122	53	available	available	ADJ
ap-9969	122	54	directly	directly	ADV
ap-9969	122	55	in	in	ADP
ap-9969	122	56	the	the	DET
ap-9969	122	57	code	code	NOUN
ap-9969	122	58	at	at	ADP
ap-9969	122	59	github	github	PROPN
ap-9969	122	60	at	at	ADP
ap-9969	122	61	[	[	X
ap-9969	122	62	44	44	NUM
ap-9969	122	63	]	]	PUNCT
ap-9969	122	64	.	.	PUNCT
ap-9969	123	1	calibrated	calibrate	VERB
ap-9969	123	2	to	to	ADP
ap-9969	123	3	common	common	ADJ
ap-9969	123	4	zero	zero	NUM
ap-9969	123	5	points	point	NOUN
ap-9969	123	6	.	.	PUNCT
ap-9969	124	1	while	while	SCONJ
ap-9969	124	2	technically	technically	ADV
ap-9969	124	3	it	it	PRON
ap-9969	124	4	is	be	AUX
ap-9969	124	5	also	also	ADV
ap-9969	124	6	possible	possible	ADJ
ap-9969	124	7	to	to	PART
ap-9969	124	8	derive	derive	VERB
ap-9969	124	9	a	a	DET
ap-9969	124	10	set	set	NOUN
ap-9969	124	11	of	of	ADP
ap-9969	124	12	approximate	approximate	ADJ
ap-9969	124	13	transformations	transformation	NOUN
ap-9969	124	14	to	to	PART
ap-9969	124	15	and	and	CCONJ
ap-9969	124	16	from	from	ADP
ap-9969	124	17	gaia	gaia	PROPN
ap-9969	124	18	edr3	edr3	PROPN
ap-9969	124	19	set	set	PROPN
ap-9969	124	20	of	of	ADP
ap-9969	124	21	filters	filter	NOUN
ap-9969	124	22	,	,	PUNCT
ap-9969	124	23	we	we	PRON
ap-9969	124	24	decided	decide	VERB
ap-9969	124	25	not	not	PART
ap-9969	124	26	to	to	PART
ap-9969	124	27	do	do	VERB
ap-9969	124	28	it	it	PRON
ap-9969	124	29	,	,	PUNCT
ap-9969	124	30	leaving	leave	VERB
ap-9969	124	31	it	it	PRON
ap-9969	124	32	as	as	ADP
ap-9969	124	33	a	a	DET
ap-9969	124	34	separate	separate	ADJ
ap-9969	124	35	option	option	NOUN
ap-9969	124	36	for	for	ADP
ap-9969	124	37	calibrating	calibrate	VERB
ap-9969	124	38	unfiltered	unfiltered	ADJ
ap-9969	124	39	or	or	CCONJ
ap-9969	124	40	very	very	ADV
ap-9969	124	41	wide	wide	ADJ
ap-9969	124	42	passband	passband	NOUN
ap-9969	124	43	images	image	NOUN
ap-9969	124	44	using	use	VERB
ap-9969	124	45	g	g	PROPN
ap-9969	124	46	magnitude	magnitude	NOUN
ap-9969	124	47	and	and	CCONJ
ap-9969	124	48	bp	bp	PROPN
ap-9969	124	49	−	−	PROPN
ap-9969	124	50	rp	rp	NOUN
ap-9969	124	51	colour	colour	NOUN
ap-9969	124	52	as	as	ADP
ap-9969	124	53	a	a	DET
ap-9969	124	54	basis	basis	NOUN
ap-9969	124	55	.	.	PUNCT
ap-9969	125	1	we	we	PRON
ap-9969	125	2	perform	perform	VERB
ap-9969	125	3	a	a	DET
ap-9969	125	4	photometric	photometric	ADJ
ap-9969	125	5	calibration	calibration	NOUN
ap-9969	125	6	of	of	ADP
ap-9969	125	7	the	the	DET
ap-9969	125	8	image	image	NOUN
ap-9969	125	9	by	by	ADP
ap-9969	125	10	building	build	VERB
ap-9969	125	11	the	the	DET
ap-9969	125	12	global	global	ADJ
ap-9969	125	13	zero	zero	NUM
ap-9969	125	14	point	point	NOUN
ap-9969	125	15	model	model	NOUN
ap-9969	125	16	applicable	applicable	ADJ
ap-9969	125	17	to	to	ADP
ap-9969	125	18	all	all	DET
ap-9969	125	19	detected	detect	VERB
ap-9969	125	20	objects	object	NOUN
ap-9969	125	21	.	.	PUNCT
ap-9969	126	1	to	to	PART
ap-9969	126	2	do	do	VERB
ap-9969	126	3	so	so	ADV
ap-9969	126	4	,	,	PUNCT
ap-9969	126	5	we	we	PRON
ap-9969	126	6	have	have	VERB
ap-9969	126	7	to	to	PART
ap-9969	126	8	take	take	VERB
ap-9969	126	9	into	into	ADP
ap-9969	126	10	account	account	NOUN
ap-9969	126	11	various	various	ADJ
ap-9969	126	12	effects	effect	NOUN
ap-9969	126	13	,	,	PUNCT
ap-9969	126	14	such	such	ADJ
ap-9969	126	15	as	as	ADP
ap-9969	126	16	the	the	DET
ap-9969	126	17	difference	difference	NOUN
ap-9969	126	18	between	between	ADP
ap-9969	126	19	instrumental	instrumental	ADJ
ap-9969	126	20	and	and	CCONJ
ap-9969	126	21	catalogue	catalogue	NOUN
ap-9969	126	22	passbands	passband	NOUN
ap-9969	126	23	,	,	PUNCT
ap-9969	126	24	positional	positional	ADJ
ap-9969	126	25	dependence	dependence	NOUN
ap-9969	126	26	of	of	ADP
ap-9969	126	27	aperture	aperture	ADJ
ap-9969	126	28	correction	correction	NOUN
ap-9969	126	29	,	,	PUNCT
ap-9969	126	30	atmospheric	atmospheric	ADJ
ap-9969	126	31	extinction	extinction	NOUN
ap-9969	126	32	,	,	PUNCT
ap-9969	126	33	and	and	CCONJ
ap-9969	126	34	uncorrected	uncorrected	ADJ
ap-9969	126	35	detector	detector	NOUN
ap-9969	126	36	sensitivity	sensitivity	NOUN
ap-9969	126	37	.	.	PUNCT
ap-9969	127	1	to	to	PART
ap-9969	127	2	do	do	VERB
ap-9969	127	3	so	so	ADV
ap-9969	127	4	,	,	PUNCT
ap-9969	127	5	we	we	PRON
ap-9969	127	6	use	use	VERB
ap-9969	127	7	the	the	DET
ap-9969	127	8	following	follow	VERB
ap-9969	127	9	photometric	photometric	NOUN
ap-9969	127	10	model	model	NOUN
ap-9969	127	11	:	:	PUNCT
ap-9969	127	12	mcalib	mcalib	PROPN
ap-9969	127	13	=	=	PUNCT
ap-9969	127	14	minstr	minstr	NOUN
ap-9969	127	15	+	+	CCONJ
ap-9969	127	16	zp(x	zp(x	PROPN
ap-9969	127	17	,	,	PUNCT
ap-9969	127	18	y	y	NOUN
ap-9969	127	19	)	)	PUNCT
ap-9969	128	1	+	+	CCONJ
ap-9969	128	2	c	c	NOUN
ap-9969	128	3	·	·	PUNCT
ap-9969	128	4	color	color	NOUN
ap-9969	128	5	,	,	PUNCT
ap-9969	128	6	(	(	PUNCT
ap-9969	128	7	1	1	X
ap-9969	128	8	)	)	PUNCT
ap-9969	128	9	where	where	SCONJ
ap-9969	128	10	mcalib	mcalib	PROPN
ap-9969	128	11	is	be	AUX
ap-9969	128	12	the	the	DET
ap-9969	128	13	magnitude	magnitude	NOUN
ap-9969	128	14	of	of	ADP
ap-9969	128	15	the	the	DET
ap-9969	128	16	object	object	NOUN
ap-9969	128	17	in	in	ADP
ap-9969	128	18	the	the	DET
ap-9969	128	19	catalogue	catalogue	NOUN
ap-9969	128	20	system	system	NOUN
ap-9969	128	21	,	,	PUNCT
ap-9969	128	22	minstr	minstr	NOUN
ap-9969	128	23	=	=	PUNCT
ap-9969	128	24	−2.5	−2.5	PROPN
ap-9969	128	25	·	·	PUNCT
ap-9969	128	26	log10	log10	PROPN
ap-9969	128	27	(	(	PUNCT
ap-9969	128	28	adu	adu	PROPN
ap-9969	128	29	)	)	PUNCT
ap-9969	128	30	is	be	AUX
ap-9969	128	31	the	the	DET
ap-9969	128	32	instrumental	instrumental	ADJ
ap-9969	128	33	magnitude	magnitude	NOUN
ap-9969	128	34	computed	compute	VERB
ap-9969	128	35	from	from	ADP
ap-9969	128	36	the	the	DET
ap-9969	128	37	measured	measured	ADJ
ap-9969	128	38	object	object	NOUN
ap-9969	128	39	flux	flux	NOUN
ap-9969	128	40	in	in	ADP
ap-9969	128	41	the	the	DET
ap-9969	128	42	image	image	NOUN
ap-9969	128	43	,	,	PUNCT
ap-9969	128	44	zp(x	zp(x	NUM
ap-9969	128	45	,	,	PUNCT
ap-9969	128	46	y	y	NOUN
ap-9969	128	47	)	)	PUNCT
ap-9969	128	48	is	be	AUX
ap-9969	128	49	the	the	DET
ap-9969	128	50	positionally	positionally	ADV
ap-9969	128	51	dependent	dependent	ADJ
ap-9969	128	52	zero	zero	NUM
ap-9969	128	53	-	-	PUNCT
ap-9969	128	54	point	point	NOUN
ap-9969	128	55	,	,	PUNCT
ap-9969	128	56	c	c	PROPN
ap-9969	128	57	is	be	AUX
ap-9969	128	58	the	the	DET
ap-9969	128	59	colour	colour	ADJ
ap-9969	128	60	term	term	NOUN
ap-9969	128	61	and	and	CCONJ
ap-9969	128	62	color	color	NOUN
ap-9969	128	63	is	be	AUX
ap-9969	128	64	the	the	DET
ap-9969	128	65	colour	colour	NOUN
ap-9969	128	66	of	of	ADP
ap-9969	128	67	the	the	DET
ap-9969	128	68	object	object	NOUN
ap-9969	128	69	in	in	ADP
ap-9969	128	70	the	the	DET
ap-9969	128	71	catalogue.6	catalogue.6	PROPN
ap-9969	128	72	positionally	positionally	ADV
ap-9969	128	73	-	-	PUNCT
ap-9969	128	74	dependent	dependent	ADJ
ap-9969	128	75	zero	zero	NUM
ap-9969	128	76	point	point	NOUN
ap-9969	128	77	is	be	AUX
ap-9969	128	78	modelled	model	VERB
ap-9969	128	79	as	as	ADP
ap-9969	128	80	a	a	DET
ap-9969	128	81	spatial	spatial	ADJ
ap-9969	128	82	polynomial	polynomial	NOUN
ap-9969	128	83	of	of	ADP
ap-9969	128	84	an	an	DET
ap-9969	128	85	user	user	NOUN
ap-9969	128	86	-	-	PUNCT
ap-9969	128	87	specified	specify	VERB
ap-9969	128	88	order	order	NOUN
ap-9969	128	89	in	in	ADP
ap-9969	128	90	pixel	pixel	PROPN
ap-9969	128	91	coordinates	coordinate	NOUN
ap-9969	128	92	,	,	PUNCT
ap-9969	128	93	while	while	SCONJ
ap-9969	128	94	the	the	DET
ap-9969	128	95	choice	choice	NOUN
ap-9969	128	96	of	of	ADP
ap-9969	128	97	catalogue	catalogue	NOUN
ap-9969	128	98	colour	colour	NOUN
ap-9969	128	99	depends	depend	VERB
ap-9969	128	100	on	on	ADP
ap-9969	128	101	the	the	DET
ap-9969	128	102	desired	desire	VERB
ap-9969	128	103	passband	passband	NOUN
ap-9969	128	104	used	use	VERB
ap-9969	128	105	for	for	ADP
ap-9969	128	106	the	the	DET
ap-9969	128	107	primary	primary	ADJ
ap-9969	128	108	catalogue	catalogue	NOUN
ap-9969	128	109	magnitude	magnitude	NOUN
ap-9969	128	110	.	.	PUNCT
ap-9969	129	1	so	so	ADV
ap-9969	129	2	,	,	PUNCT
ap-9969	129	3	for	for	ADP
ap-9969	129	4	the	the	DET
ap-9969	129	5	primary	primary	ADJ
ap-9969	129	6	magnitudes	magnitude	NOUN
ap-9969	129	7	in	in	ADP
ap-9969	129	8	pan	pan	ADJ
ap-9969	129	9	-	-	ADJ
ap-9969	129	10	starrs	starrs	PROPN
ap-9969	129	11	grizy	grizy	PROPN
ap-9969	129	12	system	system	NOUN
ap-9969	129	13	,	,	PUNCT
ap-9969	129	14	the	the	DET
ap-9969	129	15	g	g	PROPN
ap-9969	129	16	−r	−r	ADJ
ap-9969	129	17	colour	colour	NOUN
ap-9969	129	18	is	be	AUX
ap-9969	129	19	used	use	VERB
ap-9969	129	20	(	(	PUNCT
ap-9969	129	21	except	except	SCONJ
ap-9969	129	22	for	for	ADP
ap-9969	129	23	z	z	NOUN
ap-9969	129	24	filter	filter	NOUN
ap-9969	129	25	,	,	PUNCT
ap-9969	129	26	where	where	SCONJ
ap-9969	129	27	we	we	PRON
ap-9969	129	28	selected	select	VERB
ap-9969	129	29	r	r	NOUN
ap-9969	129	30	−	−	NOUN
ap-9969	130	1	i	i	PRON
ap-9969	130	2	colour	colour	VERB
ap-9969	130	3	as	as	ADP
ap-9969	130	4	more	more	ADV
ap-9969	130	5	appropriate	appropriate	ADJ
ap-9969	130	6	)	)	PUNCT
ap-9969	130	7	,	,	PUNCT
ap-9969	130	8	while	while	SCONJ
ap-9969	130	9	for	for	ADP
ap-9969	130	10	johnson	johnson	PROPN
ap-9969	130	11	-	-	PUNCT
ap-9969	130	12	cousins	cousin	NOUN
ap-9969	130	13	primary	primary	ADJ
ap-9969	130	14	magnitudes	magnitude	NOUN
ap-9969	130	15	,	,	PUNCT
ap-9969	130	16	the	the	DET
ap-9969	130	17	colour	colour	NOUN
ap-9969	130	18	is	be	AUX
ap-9969	130	19	b	b	NOUN
ap-9969	130	20	−	−	PROPN
ap-9969	130	21	v	v	NOUN
ap-9969	130	22	,	,	PUNCT
ap-9969	130	23	and	and	CCONJ
ap-9969	130	24	bp	bp	PROPN
ap-9969	130	25	−	−	PROPN
ap-9969	130	26	rp	rp	NOUN
ap-9969	130	27	is	be	AUX
ap-9969	130	28	the	the	DET
ap-9969	130	29	one	one	NUM
ap-9969	130	30	for	for	ADP
ap-9969	130	31	the	the	DET
ap-9969	130	32	gaia	gaia	PROPN
ap-9969	130	33	g	g	PROPN
ap-9969	130	34	primary	primary	ADJ
ap-9969	130	35	filter	filter	NOUN
ap-9969	130	36	.	.	PUNCT
ap-9969	131	1	the	the	DET
ap-9969	131	2	choice	choice	NOUN
ap-9969	131	3	of	of	ADP
ap-9969	131	4	the	the	DET
ap-9969	131	5	primary	primary	ADJ
ap-9969	131	6	filter	filter	NOUN
ap-9969	131	7	depends	depend	VERB
ap-9969	131	8	on	on	ADP
ap-9969	131	9	the	the	DET
ap-9969	131	10	filter	filter	NOUN
ap-9969	131	11	used	use	VERB
ap-9969	131	12	to	to	PART
ap-9969	131	13	capture	capture	VERB
ap-9969	131	14	the	the	DET
ap-9969	131	15	image	image	NOUN
ap-9969	131	16	,	,	PUNCT
ap-9969	131	17	and	and	CCONJ
ap-9969	131	18	can	can	AUX
ap-9969	131	19	be	be	AUX
ap-9969	131	20	set	set	VERB
ap-9969	131	21	either	either	CCONJ
ap-9969	131	22	automatically	automatically	ADV
ap-9969	131	23	based	base	VERB
ap-9969	131	24	on	on	ADP
ap-9969	131	25	the	the	DET
ap-9969	131	26	fits	fit	NOUN
ap-9969	131	27	header	header	NOUN
ap-9969	131	28	keywords	keyword	NOUN
ap-9969	131	29	,	,	PUNCT
ap-9969	131	30	or	or	CCONJ
ap-9969	131	31	directly	directly	ADV
ap-9969	131	32	specified	specify	VERB
ap-9969	131	33	by	by	ADP
ap-9969	131	34	the	the	DET
ap-9969	131	35	user	user	NOUN
ap-9969	131	36	alongside	alongside	ADP
ap-9969	131	37	with	with	ADP
ap-9969	131	38	the	the	DET
ap-9969	131	39	choice	choice	NOUN
ap-9969	131	40	of	of	ADP
ap-9969	131	41	the	the	DET
ap-9969	131	42	appropriate	appropriate	ADJ
ap-9969	131	43	reference	reference	NOUN
ap-9969	131	44	catalogue	catalogue	NOUN
ap-9969	131	45	.	.	PUNCT
ap-9969	132	1	optionally	optionally	ADV
ap-9969	132	2	,	,	PUNCT
ap-9969	132	3	the	the	DET
ap-9969	132	4	software	software	NOUN
ap-9969	132	5	also	also	ADV
ap-9969	132	6	performs	perform	VERB
ap-9969	132	7	colour	colour	ADJ
ap-9969	132	8	term	term	NOUN
ap-9969	132	9	diagnostics	diagnostic	NOUN
ap-9969	132	10	by	by	ADP
ap-9969	132	11	consecutively	consecutively	ADV
ap-9969	132	12	using	use	VERB
ap-9969	132	13	all	all	DET
ap-9969	132	14	supported	support	VERB
ap-9969	132	15	filters	filter	NOUN
ap-9969	132	16	for	for	ADP
ap-9969	132	17	a	a	DET
ap-9969	132	18	given	give	VERB
ap-9969	132	19	catalogue	catalogue	NOUN
ap-9969	132	20	as	as	ADP
ap-9969	132	21	a	a	DET
ap-9969	132	22	primary	primary	NOUN
ap-9969	132	23	,	,	PUNCT
ap-9969	132	24	and	and	CCONJ
ap-9969	132	25	computing	compute	VERB
ap-9969	132	26	the	the	DET
ap-9969	132	27	corresponding	correspond	VERB
ap-9969	132	28	colour	colour	NOUN
ap-9969	132	29	term	term	NOUN
ap-9969	132	30	.	.	PUNCT
ap-9969	133	1	then	then	ADV
ap-9969	133	2	,	,	PUNCT
ap-9969	133	3	the	the	DET
ap-9969	133	4	filter	filter	NOUN
ap-9969	133	5	that	that	PRON
ap-9969	133	6	minimizes	minimize	VERB
ap-9969	133	7	the	the	DET
ap-9969	133	8	colour	colour	ADJ
ap-9969	133	9	term	term	NOUN
ap-9969	133	10	–	–	PUNCT
ap-9969	133	11	thus	thus	ADV
ap-9969	133	12	,	,	PUNCT
ap-9969	133	13	corresponding	correspond	VERB
ap-9969	133	14	to	to	ADP
ap-9969	133	15	the	the	DET
ap-9969	133	16	passband	passband	NOUN
ap-9969	133	17	closest	close	ADJ
ap-9969	133	18	to	to	ADP
ap-9969	133	19	the	the	DET
ap-9969	133	20	instrumental	instrumental	ADJ
ap-9969	133	21	system	system	NOUN
ap-9969	133	22	of	of	ADP
ap-9969	133	23	the	the	DET
ap-9969	133	24	image	image	NOUN
ap-9969	133	25	–	–	PUNCT
ap-9969	133	26	may	may	AUX
ap-9969	133	27	be	be	AUX
ap-9969	133	28	selected	select	VERB
ap-9969	133	29	for	for	ADP
ap-9969	133	30	the	the	DET
ap-9969	133	31	calibration	calibration	NOUN
ap-9969	133	32	.	.	PUNCT
ap-9969	134	1	the	the	DET
ap-9969	134	2	model	model	NOUN
ap-9969	134	3	is	be	AUX
ap-9969	134	4	fit	fit	ADJ
ap-9969	134	5	using	use	VERB
ap-9969	134	6	a	a	DET
ap-9969	134	7	robust	robust	ADJ
ap-9969	134	8	fitter	fit	ADJ
ap-9969	134	9	with	with	ADP
ap-9969	134	10	iteratively	iteratively	ADV
ap-9969	134	11	rescaled	rescale	VERB
ap-9969	134	12	errors	error	NOUN
ap-9969	134	13	to	to	PART
ap-9969	134	14	account	account	VERB
ap-9969	134	15	for	for	ADP
ap-9969	134	16	potentially	potentially	ADV
ap-9969	134	17	underestimated	underestimate	VERB
ap-9969	134	18	uncertainties	uncertainty	NOUN
ap-9969	134	19	of	of	ADP
ap-9969	134	20	the	the	DET
ap-9969	134	21	catalogue	catalogue	NOUN
ap-9969	134	22	and	and	CCONJ
ap-9969	134	23	measurements	measurement	NOUN
ap-9969	134	24	,	,	PUNCT
ap-9969	134	25	with	with	ADP
ap-9969	134	26	additional	additional	ADJ
ap-9969	134	27	intrinsic	intrinsic	ADJ
ap-9969	134	28	scatter	scatter	NOUN
ap-9969	134	29	of	of	ADP
ap-9969	134	30	measurements	measurement	NOUN
ap-9969	134	31	up	up	ADP
ap-9969	134	32	to	to	PART
ap-9969	134	33	0.01	0.01	NUM
ap-9969	134	34	mag	mag	NOUN
ap-9969	134	35	also	also	ADV
ap-9969	134	36	being	be	AUX
ap-9969	134	37	fit	fit	ADJ
ap-9969	134	38	as	as	ADP
ap-9969	134	39	a	a	DET
ap-9969	134	40	free	free	ADJ
ap-9969	134	41	model	model	NOUN
ap-9969	134	42	6while	6while	NUM
ap-9969	134	43	stdpipe	stdpipe	ADJ
ap-9969	134	44	photometric	photometric	NOUN
ap-9969	134	45	solver	solver	NOUN
ap-9969	134	46	also	also	ADV
ap-9969	134	47	supports	support	VERB
ap-9969	134	48	the	the	DET
ap-9969	134	49	fitting	fitting	ADJ
ap-9969	134	50	a	a	DET
ap-9969	134	51	position	position	NOUN
ap-9969	134	52	-	-	PUNCT
ap-9969	134	53	dependent	dependent	ADJ
ap-9969	134	54	additive	additive	ADJ
ap-9969	134	55	flux	flux	NOUN
ap-9969	134	56	term	term	NOUN
ap-9969	134	57	,	,	PUNCT
ap-9969	134	58	e.g.	e.g.	ADV
ap-9969	134	59	to	to	PART
ap-9969	134	60	account	account	VERB
ap-9969	134	61	for	for	ADP
ap-9969	134	62	a	a	DET
ap-9969	134	63	biased	biased	ADJ
ap-9969	134	64	background	background	NOUN
ap-9969	134	65	estimation	estimation	NOUN
ap-9969	134	66	,	,	PUNCT
ap-9969	134	67	we	we	PRON
ap-9969	134	68	decided	decide	VERB
ap-9969	134	69	against	against	ADP
ap-9969	134	70	using	use	VERB
ap-9969	134	71	it	it	PRON
ap-9969	134	72	in	in	ADP
ap-9969	134	73	stdweb	stdweb	ADJ
ap-9969	134	74	for	for	ADP
ap-9969	134	75	reducing	reduce	VERB
ap-9969	134	76	the	the	DET
ap-9969	134	77	number	number	NOUN
ap-9969	134	78	of	of	ADP
ap-9969	134	79	free	free	ADJ
ap-9969	134	80	parameters	parameter	NOUN
ap-9969	134	81	,	,	PUNCT
ap-9969	134	82	which	which	PRON
ap-9969	134	83	is	be	AUX
ap-9969	134	84	critical	critical	ADJ
ap-9969	134	85	for	for	ADP
ap-9969	134	86	typical	typical	ADJ
ap-9969	134	87	narrow	narrow	ADJ
ap-9969	134	88	-	-	PUNCT
ap-9969	134	89	field	field	NOUN
ap-9969	134	90	images	image	NOUN
ap-9969	134	91	with	with	ADP
ap-9969	134	92	not	not	PART
ap-9969	134	93	that	that	ADV
ap-9969	134	94	many	many	ADJ
ap-9969	134	95	stars	star	NOUN
ap-9969	134	96	present	present	ADJ
ap-9969	134	97	.	.	PUNCT
ap-9969	135	1	55	55	NUM
ap-9969	135	2	sergey	sergey	PROPN
ap-9969	135	3	karpov	karpov	PROPN
ap-9969	135	4	acta	acta	PROPN
ap-9969	135	5	polytechnica	polytechnica	PROPN
ap-9969	135	6	0	0	NUM
ap-9969	135	7	200	200	NUM
ap-9969	135	8	400	400	NUM
ap-9969	135	9	600	600	NUM
ap-9969	135	10	800	800	NUM
ap-9969	135	11	1000	1000	NUM
ap-9969	135	12	0	0	NUM
ap-9969	135	13	200	200	NUM
ap-9969	135	14	400	400	NUM
ap-9969	135	15	600	600	NUM
ap-9969	135	16	800	800	NUM
ap-9969	135	17	1000	1000	NUM
ap-9969	135	18	zero	zero	NUM
ap-9969	135	19	point	point	NOUN
ap-9969	135	20	25.225	25.225	NUM
ap-9969	135	21	25.250	25.250	NUM
ap-9969	135	22	25.275	25.275	NUM
ap-9969	135	23	25.300	25.300	NUM
ap-9969	135	24	25.325	25.325	NUM
ap-9969	135	25	25.350	25.350	NUM
ap-9969	135	26	25.375	25.375	NUM
ap-9969	135	27	25.400	25.400	NUM
ap-9969	135	28	m	m	NOUN
ap-9969	135	29	agnitude	agnitude	VERB
ap-9969	135	30	zero	zero	NUM
ap-9969	135	31	point	point	NOUN
ap-9969	135	32	(	(	PUNCT
ap-9969	135	33	a	a	NOUN
ap-9969	135	34	)	)	PUNCT
ap-9969	135	35	.	.	PUNCT
ap-9969	136	1	original	original	ADJ
ap-9969	136	2	map	map	NOUN
ap-9969	136	3	of	of	ADP
ap-9969	136	4	differences	difference	NOUN
ap-9969	136	5	between	between	ADP
ap-9969	136	6	the	the	DET
ap-9969	136	7	instrumental	instrumental	ADJ
ap-9969	136	8	and	and	CCONJ
ap-9969	136	9	the	the	DET
ap-9969	136	10	catalogue	catalogue	NOUN
ap-9969	136	11	magnitudes	magnitude	NOUN
ap-9969	136	12	.	.	PUNCT
ap-9969	137	1	0	0	NUM
ap-9969	138	1	200	200	NUM
ap-9969	138	2	400	400	NUM
ap-9969	138	3	600	600	NUM
ap-9969	138	4	800	800	NUM
ap-9969	138	5	1000	1000	NUM
ap-9969	138	6	0	0	NUM
ap-9969	138	7	200	200	NUM
ap-9969	138	8	400	400	NUM
ap-9969	138	9	600	600	NUM
ap-9969	138	10	800	800	NUM
ap-9969	138	11	1000	1000	NUM
ap-9969	138	12	model	model	NOUN
ap-9969	138	13	25.26	25.26	NUM
ap-9969	138	14	25.28	25.28	NUM
ap-9969	138	15	25.30	25.30	NUM
ap-9969	138	16	25.32	25.32	NUM
ap-9969	138	17	25.34	25.34	NUM
ap-9969	138	18	m	m	NOUN
ap-9969	138	19	agnitude	agnitude	VERB
ap-9969	138	20	zero	zero	NUM
ap-9969	138	21	point	point	NOUN
ap-9969	138	22	m	m	VERB
ap-9969	138	23	odel	odel	VERB
ap-9969	138	24	(	(	PUNCT
ap-9969	138	25	b	b	NOUN
ap-9969	138	26	)	)	PUNCT
ap-9969	138	27	.	.	PUNCT
ap-9969	139	1	model	model	NOUN
ap-9969	139	2	built	build	VERB
ap-9969	139	3	for	for	ADP
ap-9969	139	4	it	it	PRON
ap-9969	139	5	using	use	VERB
ap-9969	139	6	the	the	DET
ap-9969	139	7	second	second	ADJ
ap-9969	139	8	order	order	NOUN
ap-9969	139	9	spatial	spatial	ADJ
ap-9969	139	10	polynomial	polynomial	ADJ
ap-9969	139	11	and	and	CCONJ
ap-9969	139	12	linear	linear	ADJ
ap-9969	139	13	colour	colour	NOUN
ap-9969	139	14	term	term	NOUN
ap-9969	139	15	.	.	PUNCT
ap-9969	140	1	8	8	NUM
ap-9969	140	2	10	10	NUM
ap-9969	140	3	12	12	NUM
ap-9969	140	4	14	14	NUM
ap-9969	140	5	16	16	NUM
ap-9969	140	6	catalogue	catalogue	NOUN
ap-9969	140	7	rmag	rmag	NOUN
ap-9969	140	8	magnitude	magnitude	NOUN
ap-9969	140	9	0.4	0.4	NUM
ap-9969	140	10	0.2	0.2	NUM
ap-9969	140	11	0.0	0.0	NUM
ap-9969	140	12	0.2	0.2	NUM
ap-9969	140	13	0.4	0.4	NUM
ap-9969	140	14	in	in	ADP
ap-9969	140	15	st	st	PROPN
ap-9969	140	16	ru	ru	PROPN
ap-9969	140	17	m	m	PROPN
ap-9969	140	18	en	en	ADP
ap-9969	140	19	ta	ta	ADP
ap-9969	140	20	l	l	PROPN
ap-9969	140	21	m	m	VERB
ap-9969	140	22	od	od	PROPN
ap-9969	140	23	el	el	PROPN
ap-9969	140	24	instr	instr	PROPN
ap-9969	140	25	=	=	PROPN
ap-9969	140	26	rmag	rmag	VERB
ap-9969	140	27	0.03	0.03	NUM
ap-9969	140	28	(	(	PUNCT
ap-9969	140	29	gmag	gmag	NOUN
ap-9969	140	30	rmag	rmag	ADJ
ap-9969	140	31	)	)	PUNCT
ap-9969	141	1	+	+	CCONJ
ap-9969	141	2	zp	zp	PROPN
ap-9969	141	3	1002	1002	NUM
ap-9969	141	4	of	of	ADP
ap-9969	141	5	1030	1030	NUM
ap-9969	141	6	unmasked	unmasked	ADJ
ap-9969	141	7	stars	star	NOUN
ap-9969	141	8	used	use	VERB
ap-9969	141	9	in	in	ADP
ap-9969	141	10	final	final	ADJ
ap-9969	141	11	fit	fit	ADJ
ap-9969	141	12	final	final	ADJ
ap-9969	141	13	fit	fit	NOUN
ap-9969	141	14	masked	mask	VERB
ap-9969	141	15	0.2	0.2	NUM
ap-9969	141	16	0.0	0.0	NUM
ap-9969	141	17	0.2	0.2	NUM
ap-9969	141	18	0.4	0.4	NUM
ap-9969	141	19	0.6	0.6	NUM
ap-9969	141	20	0.8	0.8	NUM
ap-9969	141	21	1.0	1.0	NUM
ap-9969	141	22	1.2	1.2	NUM
ap-9969	141	23	1.4	1.4	NUM
ap-9969	141	24	catalogue	catalogue	NOUN
ap-9969	141	25	gmag	gmag	NOUN
ap-9969	141	26	-	-	PUNCT
ap-9969	141	27	rmag	rmag	ADJ
ap-9969	141	28	color	color	NOUN
ap-9969	141	29	0.4	0.4	NUM
ap-9969	141	30	0.2	0.2	NUM
ap-9969	141	31	0.0	0.0	NUM
ap-9969	141	32	0.2	0.2	NUM
ap-9969	141	33	0.4	0.4	NUM
ap-9969	141	34	in	in	ADP
ap-9969	141	35	st	st	PROPN
ap-9969	141	36	ru	ru	PROPN
ap-9969	141	37	m	m	PROPN
ap-9969	141	38	en	en	ADP
ap-9969	141	39	ta	ta	ADP
ap-9969	141	40	l	l	PROPN
ap-9969	141	41	m	m	VERB
ap-9969	141	42	od	od	PROPN
ap-9969	141	43	el	el	PROPN
ap-9969	141	44	instr	instr	PROPN
ap-9969	141	45	=	=	PROPN
ap-9969	141	46	rmag	rmag	VERB
ap-9969	141	47	0.03	0.03	NUM
ap-9969	141	48	(	(	PUNCT
ap-9969	141	49	gmag	gmag	NOUN
ap-9969	141	50	rmag	rmag	ADJ
ap-9969	141	51	)	)	PUNCT
ap-9969	142	1	+	+	CCONJ
ap-9969	142	2	zp	zp	NOUN
ap-9969	142	3	color	color	NOUN
ap-9969	142	4	term	term	NOUN
ap-9969	142	5	=	=	SYM
ap-9969	142	6	0.03	0.03	NUM
ap-9969	142	7	final	final	ADJ
ap-9969	142	8	fit	fit	NOUN
ap-9969	142	9	masked	mask	VERB
ap-9969	142	10	(	(	PUNCT
ap-9969	142	11	c	c	NOUN
ap-9969	142	12	)	)	PUNCT
ap-9969	142	13	.	.	PUNCT
ap-9969	143	1	residuals	residual	NOUN
ap-9969	143	2	between	between	ADP
ap-9969	143	3	the	the	DET
ap-9969	143	4	data	datum	NOUN
ap-9969	143	5	and	and	CCONJ
ap-9969	143	6	the	the	DET
ap-9969	143	7	model	model	NOUN
ap-9969	143	8	as	as	ADP
ap-9969	143	9	a	a	DET
ap-9969	143	10	function	function	NOUN
ap-9969	143	11	of	of	ADP
ap-9969	143	12	the	the	DET
ap-9969	143	13	catalogue	catalogue	NOUN
ap-9969	143	14	magnitude	magnitude	NOUN
ap-9969	143	15	and	and	CCONJ
ap-9969	143	16	catalogue	catalogue	NOUN
ap-9969	143	17	g	g	NOUN
ap-9969	143	18	−	−	NOUN
ap-9969	143	19	r	r	NOUN
ap-9969	143	20	colour	colour	NOUN
ap-9969	143	21	index	index	NOUN
ap-9969	143	22	.	.	PUNCT
ap-9969	143	23	0	0	NUM
ap-9969	144	1	200	200	NUM
ap-9969	144	2	400	400	NUM
ap-9969	144	3	600	600	NUM
ap-9969	144	4	800	800	NUM
ap-9969	144	5	1000	1000	NUM
ap-9969	144	6	0	0	NUM
ap-9969	144	7	200	200	NUM
ap-9969	144	8	400	400	NUM
ap-9969	144	9	600	600	NUM
ap-9969	144	10	800	800	NUM
ap-9969	144	11	1000	1000	NUM
ap-9969	144	12	1002	1002	NUM
ap-9969	144	13	stars	star	NOUN
ap-9969	144	14	:	:	PUNCT
ap-9969	144	15	mean	mean	VERB
ap-9969	144	16	displacement	displacement	NOUN
ap-9969	144	17	0.4	0.4	NUM
ap-9969	144	18	arcsec	arcsec	PROPN
ap-9969	144	19	,	,	PUNCT
ap-9969	144	20	median	median	PROPN
ap-9969	144	21	0.3	0.3	NUM
ap-9969	144	22	arcsec	arcsec	PROPN
ap-9969	144	23	0.3	0.3	NUM
ap-9969	144	24	0.4	0.4	NUM
ap-9969	144	25	0.5	0.5	NUM
ap-9969	144	26	0.6	0.6	NUM
ap-9969	144	27	0.7	0.7	NUM
ap-9969	144	28	astrom	astrom	ADJ
ap-9969	144	29	etric	etric	ADJ
ap-9969	144	30	residuals	residual	NOUN
ap-9969	144	31	,	,	PUNCT
ap-9969	144	32	arcsec	arcsec	PROPN
ap-9969	144	33	(	(	PUNCT
ap-9969	144	34	d	d	NOUN
ap-9969	144	35	)	)	PUNCT
ap-9969	144	36	.	.	PUNCT
ap-9969	145	1	map	map	NOUN
ap-9969	145	2	of	of	ADP
ap-9969	145	3	astrometric	astrometric	ADJ
ap-9969	145	4	displacement	displacement	NOUN
ap-9969	145	5	between	between	ADP
ap-9969	145	6	the	the	DET
ap-9969	145	7	matched	match	VERB
ap-9969	145	8	objects	object	NOUN
ap-9969	145	9	and	and	CCONJ
ap-9969	145	10	the	the	DET
ap-9969	145	11	catalogue	catalogue	NOUN
ap-9969	145	12	stars	star	NOUN
ap-9969	145	13	.	.	PUNCT
ap-9969	146	1	figure	figure	VERB
ap-9969	146	2	4	4	NUM
ap-9969	146	3	.	.	NOUN
ap-9969	146	4	example	example	NOUN
ap-9969	146	5	of	of	ADP
ap-9969	146	6	some	some	DET
ap-9969	146	7	diagnostic	diagnostic	ADJ
ap-9969	146	8	plots	plot	NOUN
ap-9969	146	9	generated	generate	VERB
ap-9969	146	10	by	by	ADP
ap-9969	146	11	stdweb	stdweb	ADJ
ap-9969	146	12	while	while	SCONJ
ap-9969	146	13	fitting	fit	VERB
ap-9969	146	14	the	the	DET
ap-9969	146	15	photometric	photometric	ADJ
ap-9969	146	16	model	model	NOUN
ap-9969	146	17	using	use	VERB
ap-9969	146	18	both	both	CCONJ
ap-9969	146	19	the	the	DET
ap-9969	146	20	positionally	positionally	ADV
ap-9969	146	21	-	-	PUNCT
ap-9969	146	22	dependent	dependent	ADJ
ap-9969	146	23	zero	zero	NUM
ap-9969	146	24	point	point	NOUN
ap-9969	146	25	and	and	CCONJ
ap-9969	146	26	colour	colour	ADJ
ap-9969	146	27	term	term	NOUN
ap-9969	146	28	.	.	PUNCT
ap-9969	147	1	parameter	parameter	NOUN
ap-9969	147	2	to	to	PART
ap-9969	147	3	account	account	VERB
ap-9969	147	4	for	for	ADP
ap-9969	147	5	uncorrected	uncorrected	ADJ
ap-9969	147	6	fixed	fix	VERB
ap-9969	147	7	pattern	pattern	NOUN
ap-9969	147	8	errors	error	NOUN
ap-9969	147	9	,	,	PUNCT
ap-9969	147	10	for	for	ADP
ap-9969	147	11	example	example	NOUN
ap-9969	147	12	.	.	PUNCT
ap-9969	148	1	the	the	DET
ap-9969	148	2	fitting	fitting	ADJ
ap-9969	148	3	involves	involve	VERB
ap-9969	148	4	all	all	DET
ap-9969	148	5	pairs	pair	NOUN
ap-9969	148	6	between	between	ADP
ap-9969	148	7	detected	detect	VERB
ap-9969	148	8	objects	object	NOUN
ap-9969	148	9	and	and	CCONJ
ap-9969	148	10	catalogue	catalogue	NOUN
ap-9969	148	11	stars	star	NOUN
ap-9969	148	12	positionally	positionally	ADV
ap-9969	148	13	matched	match	VERB
ap-9969	148	14	within	within	ADP
ap-9969	148	15	0.5	0.5	NUM
ap-9969	148	16	·	·	PUNCT
ap-9969	148	17	fwhm	fwhm	NOUN
ap-9969	148	18	from	from	ADP
ap-9969	148	19	each	each	DET
ap-9969	148	20	other	other	ADJ
ap-9969	148	21	.	.	PUNCT
ap-9969	149	1	no	no	DET
ap-9969	149	2	additional	additional	ADJ
ap-9969	149	3	criteria	criterion	NOUN
ap-9969	149	4	is	be	AUX
ap-9969	149	5	applied	apply	VERB
ap-9969	149	6	to	to	PART
ap-9969	149	7	ensure	ensure	VERB
ap-9969	149	8	the	the	DET
ap-9969	149	9	uniqueness	uniqueness	NOUN
ap-9969	149	10	of	of	ADP
ap-9969	149	11	the	the	DET
ap-9969	149	12	matching	matching	NOUN
ap-9969	149	13	,	,	PUNCT
ap-9969	149	14	as	as	SCONJ
ap-9969	149	15	non	non	ADJ
ap-9969	149	16	-	-	ADJ
ap-9969	149	17	unique	unique	ADJ
ap-9969	149	18	matches	match	NOUN
ap-9969	149	19	just	just	ADV
ap-9969	149	20	introduce	introduce	VERB
ap-9969	149	21	the	the	DET
ap-9969	149	22	outliers	outlier	NOUN
ap-9969	149	23	in	in	ADP
ap-9969	149	24	the	the	DET
ap-9969	149	25	fit	fit	NOUN
ap-9969	149	26	that	that	PRON
ap-9969	149	27	will	will	AUX
ap-9969	149	28	be	be	AUX
ap-9969	149	29	iteratively	iteratively	ADV
ap-9969	149	30	rejected	reject	VERB
ap-9969	149	31	.	.	PUNCT
ap-9969	150	1	instead	instead	ADV
ap-9969	150	2	,	,	PUNCT
ap-9969	150	3	we	we	PRON
ap-9969	150	4	pre	pre	VERB
ap-9969	150	5	-	-	NOUN
ap-9969	150	6	process	process	VERB
ap-9969	150	7	the	the	DET
ap-9969	150	8	catalogue	catalogue	NOUN
ap-9969	150	9	in	in	ADP
ap-9969	150	10	order	order	NOUN
ap-9969	150	11	to	to	PART
ap-9969	150	12	exclude	exclude	VERB
ap-9969	150	13	close	close	ADJ
ap-9969	150	14	pairs	pair	NOUN
ap-9969	150	15	of	of	ADP
ap-9969	150	16	stars	star	NOUN
ap-9969	150	17	(	(	PUNCT
ap-9969	150	18	closer	close	ADJ
ap-9969	150	19	than	than	ADP
ap-9969	150	20	2·fwhm	2·fwhm	NUM
ap-9969	150	21	to	to	ADP
ap-9969	150	22	each	each	DET
ap-9969	150	23	other	other	ADJ
ap-9969	150	24	)	)	PUNCT
ap-9969	150	25	that	that	PRON
ap-9969	150	26	would	would	AUX
ap-9969	150	27	potentially	potentially	ADV
ap-9969	150	28	correspond	correspond	VERB
ap-9969	150	29	to	to	ADP
ap-9969	150	30	blended	blend	VERB
ap-9969	150	31	objects	object	NOUN
ap-9969	150	32	in	in	ADP
ap-9969	150	33	the	the	DET
ap-9969	150	34	image	image	NOUN
ap-9969	150	35	,	,	PUNCT
ap-9969	150	36	to	to	PART
ap-9969	150	37	avoid	avoid	VERB
ap-9969	150	38	using	use	VERB
ap-9969	150	39	them	they	PRON
ap-9969	150	40	in	in	ADP
ap-9969	150	41	the	the	DET
ap-9969	150	42	fit	fit	NOUN
ap-9969	150	43	.	.	PUNCT
ap-9969	151	1	in	in	ADP
ap-9969	151	2	addition	addition	NOUN
ap-9969	151	3	,	,	PUNCT
ap-9969	151	4	we	we	PRON
ap-9969	151	5	exclude	exclude	VERB
ap-9969	151	6	all	all	DET
ap-9969	151	7	flagged	flag	VERB
ap-9969	151	8	objects	object	NOUN
ap-9969	151	9	corresponding	correspond	VERB
ap-9969	151	10	to	to	ADP
ap-9969	151	11	problematic	problematic	ADJ
ap-9969	151	12	,	,	PUNCT
ap-9969	151	13	saturated	saturate	VERB
ap-9969	151	14	,	,	PUNCT
ap-9969	151	15	or	or	CCONJ
ap-9969	151	16	pre	pre	ADJ
ap-9969	151	17	-	-	ADJ
ap-9969	151	18	filtered	filter	VERB
ap-9969	151	19	detections	detection	NOUN
ap-9969	151	20	from	from	ADP
ap-9969	151	21	the	the	DET
ap-9969	151	22	fit	fit	NOUN
ap-9969	151	23	in	in	ADP
ap-9969	151	24	order	order	NOUN
ap-9969	151	25	to	to	PART
ap-9969	151	26	further	far	ADV
ap-9969	151	27	reduce	reduce	VERB
ap-9969	151	28	the	the	DET
ap-9969	151	29	amount	amount	NOUN
ap-9969	151	30	of	of	ADP
ap-9969	151	31	outliers	outlier	NOUN
ap-9969	151	32	.	.	PUNCT
ap-9969	152	1	the	the	DET
ap-9969	152	2	fitting	fitting	ADJ
ap-9969	152	3	produces	produce	VERB
ap-9969	152	4	an	an	DET
ap-9969	152	5	extensive	extensive	ADJ
ap-9969	152	6	set	set	NOUN
ap-9969	152	7	of	of	ADP
ap-9969	152	8	diagnostic	diagnostic	ADJ
ap-9969	152	9	plots	plot	NOUN
ap-9969	152	10	,	,	PUNCT
ap-9969	152	11	shown	show	VERB
ap-9969	152	12	in	in	ADP
ap-9969	152	13	figure	figure	NOUN
ap-9969	152	14	4	4	NUM
ap-9969	152	15	that	that	PRON
ap-9969	152	16	may	may	AUX
ap-9969	152	17	be	be	AUX
ap-9969	152	18	used	use	VERB
ap-9969	152	19	for	for	ADP
ap-9969	152	20	evaluating	evaluate	VERB
ap-9969	152	21	the	the	DET
ap-9969	152	22	fit	fit	ADJ
ap-9969	152	23	quality	quality	NOUN
ap-9969	152	24	.	.	PUNCT
ap-9969	153	1	once	once	ADV
ap-9969	153	2	constructed	construct	VERB
ap-9969	153	3	,	,	PUNCT
ap-9969	153	4	this	this	DET
ap-9969	153	5	photometric	photometric	NOUN
ap-9969	153	6	model	model	NOUN
ap-9969	153	7	is	be	AUX
ap-9969	153	8	used	use	VERB
ap-9969	153	9	to	to	PART
ap-9969	153	10	calibrate	calibrate	VERB
ap-9969	153	11	the	the	DET
ap-9969	153	12	measurements	measurement	NOUN
ap-9969	153	13	of	of	ADP
ap-9969	153	14	all	all	DET
ap-9969	153	15	detected	detect	VERB
ap-9969	153	16	sources	source	NOUN
ap-9969	153	17	,	,	PUNCT
ap-9969	153	18	as	as	ADV
ap-9969	153	19	well	well	ADV
ap-9969	153	20	as	as	ADP
ap-9969	153	21	forced	force	VERB
ap-9969	153	22	photometry	photometry	NOUN
ap-9969	153	23	at	at	ADP
ap-9969	153	24	specified	specified	ADJ
ap-9969	153	25	target	target	NOUN
ap-9969	153	26	positions	position	NOUN
ap-9969	153	27	(	(	PUNCT
ap-9969	153	28	see	see	VERB
ap-9969	153	29	figure	figure	NOUN
ap-9969	153	30	5	5	NUM
ap-9969	153	31	)	)	PUNCT
ap-9969	153	32	.	.	PUNCT
ap-9969	154	1	3.5	3.5	NUM
ap-9969	154	2	.	.	PUNCT
ap-9969	155	1	detection	detection	NOUN
ap-9969	155	2	limit	limit	NOUN
ap-9969	155	3	there	there	PRON
ap-9969	155	4	are	be	VERB
ap-9969	155	5	several	several	ADJ
ap-9969	155	6	possible	possible	ADJ
ap-9969	155	7	approaches	approach	NOUN
ap-9969	155	8	for	for	ADP
ap-9969	155	9	defining	define	VERB
ap-9969	155	10	the	the	DET
ap-9969	155	11	detection	detection	NOUN
ap-9969	155	12	limit	limit	NOUN
ap-9969	155	13	–	–	PUNCT
ap-9969	155	14	the	the	DET
ap-9969	155	15	brightness	brightness	NOUN
ap-9969	155	16	of	of	ADP
ap-9969	155	17	the	the	DET
ap-9969	155	18	faintest	faint	ADJ
ap-9969	155	19	detectable	detectable	ADJ
ap-9969	155	20	source	source	NOUN
ap-9969	155	21	–	–	PUNCT
ap-9969	155	22	of	of	ADP
ap-9969	155	23	the	the	DET
ap-9969	155	24	image	image	NOUN
ap-9969	155	25	,	,	PUNCT
ap-9969	155	26	from	from	ADP
ap-9969	155	27	synthetic	synthetic	ADJ
ap-9969	155	28	source	source	NOUN
ap-9969	155	29	injection	injection	NOUN
ap-9969	155	30	to	to	ADP
ap-9969	155	31	the	the	DET
ap-9969	155	32	analysis	analysis	NOUN
ap-9969	155	33	of	of	ADP
ap-9969	155	34	noise	noise	NOUN
ap-9969	155	35	within	within	ADP
ap-9969	155	36	the	the	DET
ap-9969	155	37	photometric	photometric	NOUN
ap-9969	155	38	aperture	aperture	NOUN
ap-9969	155	39	.	.	PUNCT
ap-9969	156	1	in	in	ADP
ap-9969	156	2	stdweb	stdweb	ADJ
ap-9969	156	3	,	,	PUNCT
ap-9969	156	4	we	we	PRON
ap-9969	156	5	adopted	adopt	VERB
ap-9969	156	6	the	the	DET
ap-9969	156	7	one	one	NUM
ap-9969	156	8	based	base	VERB
ap-9969	156	9	on	on	ADP
ap-9969	156	10	the	the	DET
ap-9969	156	11	studying	study	VERB
ap-9969	156	12	the	the	DET
ap-9969	156	13	dependence	dependence	NOUN
ap-9969	156	14	of	of	ADP
ap-9969	156	15	signal	signal	NOUN
ap-9969	156	16	to	to	PART
ap-9969	156	17	noise	noise	VERB
ap-9969	156	18	ratio	ratio	NOUN
ap-9969	156	19	on	on	ADP
ap-9969	156	20	the	the	DET
ap-9969	156	21	magnitude	magnitude	NOUN
ap-9969	156	22	in	in	ADP
ap-9969	156	23	a	a	DET
ap-9969	156	24	list	list	NOUN
ap-9969	156	25	of	of	ADP
ap-9969	156	26	objects	object	NOUN
ap-9969	156	27	detected	detect	VERB
ap-9969	156	28	and	and	CCONJ
ap-9969	156	29	measured	measure	VERB
ap-9969	156	30	in	in	ADP
ap-9969	156	31	the	the	DET
ap-9969	156	32	image	image	NOUN
ap-9969	156	33	,	,	PUNCT
ap-9969	156	34	as	as	SCONJ
ap-9969	156	35	shown	show	VERB
ap-9969	156	36	in	in	ADP
ap-9969	156	37	the	the	DET
ap-9969	156	38	right	right	ADJ
ap-9969	156	39	panel	panel	NOUN
ap-9969	156	40	of	of	ADP
ap-9969	156	41	figure	figure	NOUN
ap-9969	156	42	6	6	NUM
ap-9969	156	43	.	.	PUNCT
ap-9969	156	44	to	to	PART
ap-9969	156	45	derive	derive	VERB
ap-9969	156	46	it	it	PRON
ap-9969	156	47	,	,	PUNCT
ap-9969	156	48	the	the	DET
ap-9969	156	49	software	software	NOUN
ap-9969	156	50	fits	fit	VERB
ap-9969	156	51	the	the	DET
ap-9969	156	52	set	set	NOUN
ap-9969	156	53	of	of	ADP
ap-9969	156	54	corresponding	correspond	VERB
ap-9969	156	55	s	s	PROPN
ap-9969	156	56	/	/	SYM
ap-9969	156	57	n	n	NOUN
ap-9969	156	58	values	value	NOUN
ap-9969	156	59	for	for	ADP
ap-9969	156	60	all	all	DET
ap-9969	156	61	objects	object	NOUN
ap-9969	156	62	with	with	ADP
ap-9969	156	63	the	the	DET
ap-9969	156	64	parametric	parametric	ADJ
ap-9969	156	65	model	model	NOUN
ap-9969	156	66	consisting	consist	VERB
ap-9969	156	67	of	of	ADP
ap-9969	156	68	constant	constant	ADJ
ap-9969	156	69	background	background	NOUN
ap-9969	156	70	56	56	NUM
ap-9969	156	71	vol	vol	NOUN
ap-9969	156	72	.	.	PUNCT
ap-9969	157	1	65	65	NUM
ap-9969	157	2	no	no	INTJ
ap-9969	157	3	.	.	PUNCT
ap-9969	158	1	1/2025	1/2025	NUM
ap-9969	158	2	simple	simple	ADJ
ap-9969	158	3	transient	transient	NOUN
ap-9969	158	4	detection	detection	NOUN
ap-9969	158	5	for	for	ADP
ap-9969	158	6	the	the	DET
ap-9969	158	7	web	web	NOUN
ap-9969	158	8	(	(	PUNCT
ap-9969	158	9	a	a	NOUN
ap-9969	158	10	)	)	PUNCT
ap-9969	158	11	.	.	PUNCT
ap-9969	159	1	original	original	ADJ
ap-9969	159	2	image	image	NOUN
ap-9969	159	3	.	.	PUNCT
ap-9969	160	1	(	(	PUNCT
ap-9969	160	2	b	b	NOUN
ap-9969	160	3	)	)	PUNCT
ap-9969	160	4	.	.	PUNCT
ap-9969	161	1	atlas	atlas	PROPN
ap-9969	161	2	image	image	PROPN
ap-9969	161	3	.	.	PUNCT
ap-9969	162	1	(	(	PUNCT
ap-9969	162	2	c	c	NOUN
ap-9969	162	3	)	)	PUNCT
ap-9969	162	4	.	.	PUNCT
ap-9969	163	1	mask	mask	NOUN
ap-9969	163	2	image	image	NOUN
ap-9969	163	3	.	.	PUNCT
ap-9969	164	1	figure	figure	NOUN
ap-9969	164	2	5	5	NUM
ap-9969	164	3	.	.	PUNCT
ap-9969	165	1	diagnostic	diagnostic	ADJ
ap-9969	165	2	plot	plot	NOUN
ap-9969	165	3	for	for	ADP
ap-9969	165	4	the	the	DET
ap-9969	165	5	forced	force	VERB
ap-9969	165	6	photometry	photometry	NOUN
ap-9969	165	7	at	at	ADP
ap-9969	165	8	a	a	DET
ap-9969	165	9	user	user	NOUN
ap-9969	165	10	-	-	PUNCT
ap-9969	165	11	specified	specify	VERB
ap-9969	165	12	position	position	NOUN
ap-9969	165	13	,	,	PUNCT
ap-9969	165	14	containing	contain	VERB
ap-9969	165	15	three	three	NUM
ap-9969	165	16	cutouts	cutout	NOUN
ap-9969	165	17	centred	centre	VERB
ap-9969	165	18	on	on	ADP
ap-9969	165	19	it	it	PRON
ap-9969	165	20	–	–	PUNCT
ap-9969	165	21	original	original	ADJ
ap-9969	165	22	image	image	NOUN
ap-9969	165	23	,	,	PUNCT
ap-9969	165	24	atlas	atlas	PROPN
ap-9969	165	25	image	image	NOUN
ap-9969	165	26	for	for	ADP
ap-9969	165	27	a	a	DET
ap-9969	165	28	visual	visual	ADJ
ap-9969	165	29	comparison	comparison	NOUN
ap-9969	165	30	(	(	PUNCT
ap-9969	165	31	either	either	CCONJ
ap-9969	165	32	pan	pan	PROPN
ap-9969	165	33	-	-	ADJ
ap-9969	165	34	starrs	starrs	ADJ
ap-9969	165	35	or	or	CCONJ
ap-9969	165	36	skymapper	skymapper	NOUN
ap-9969	165	37	images	image	NOUN
ap-9969	165	38	from	from	ADP
ap-9969	165	39	hips2fits	hips2fit	NOUN
ap-9969	165	40	[	[	X
ap-9969	165	41	46	46	NUM
ap-9969	165	42	]	]	X
ap-9969	165	43	service	service	NOUN
ap-9969	165	44	are	be	AUX
ap-9969	165	45	used	use	VERB
ap-9969	165	46	,	,	PUNCT
ap-9969	165	47	depending	depend	VERB
ap-9969	165	48	on	on	ADP
ap-9969	165	49	the	the	DET
ap-9969	165	50	hemisphere	hemisphere	NOUN
ap-9969	165	51	)	)	PUNCT
ap-9969	165	52	,	,	PUNCT
ap-9969	165	53	and	and	CCONJ
ap-9969	165	54	mask	mask	VERB
ap-9969	165	55	image	image	NOUN
ap-9969	165	56	that	that	PRON
ap-9969	165	57	marks	mark	VERB
ap-9969	165	58	the	the	DET
ap-9969	165	59	positions	position	NOUN
ap-9969	165	60	of	of	ADP
ap-9969	165	61	masked	mask	VERB
ap-9969	165	62	pixels	pixel	NOUN
ap-9969	165	63	.	.	PUNCT
ap-9969	166	1	reticle	reticle	NOUN
ap-9969	166	2	(	(	PUNCT
ap-9969	166	3	red	red	PROPN
ap-9969	166	4	circle	circle	PROPN
ap-9969	166	5	)	)	PUNCT
ap-9969	166	6	marks	mark	VERB
ap-9969	166	7	the	the	DET
ap-9969	166	8	position	position	NOUN
ap-9969	166	9	of	of	ADP
ap-9969	166	10	the	the	DET
ap-9969	166	11	target	target	NOUN
ap-9969	166	12	in	in	ADP
ap-9969	166	13	all	all	DET
ap-9969	166	14	panels	panel	NOUN
ap-9969	166	15	.	.	PUNCT
ap-9969	167	1	the	the	DET
ap-9969	167	2	title	title	NOUN
ap-9969	167	3	summarises	summarise	VERB
ap-9969	167	4	the	the	DET
ap-9969	167	5	relevant	relevant	ADJ
ap-9969	167	6	information	information	NOUN
ap-9969	167	7	,	,	PUNCT
ap-9969	167	8	such	such	ADJ
ap-9969	167	9	as	as	ADP
ap-9969	167	10	calibrated	calibrate	VERB
ap-9969	167	11	magnitude	magnitude	NOUN
ap-9969	167	12	of	of	ADP
ap-9969	167	13	the	the	DET
ap-9969	167	14	source	source	NOUN
ap-9969	167	15	,	,	PUNCT
ap-9969	167	16	effective	effective	ADJ
ap-9969	167	17	passband	passband	NOUN
ap-9969	167	18	,	,	PUNCT
ap-9969	167	19	local	local	ADJ
ap-9969	167	20	detection	detection	NOUN
ap-9969	167	21	limit	limit	NOUN
ap-9969	167	22	,	,	PUNCT
ap-9969	167	23	and	and	CCONJ
ap-9969	167	24	timestamp	timestamp	NOUN
ap-9969	167	25	.	.	PUNCT
ap-9969	168	1	6	6	NUM
ap-9969	168	2	8	8	NUM
ap-9969	168	3	10	10	NUM
ap-9969	168	4	12	12	NUM
ap-9969	168	5	14	14	NUM
ap-9969	168	6	16	16	NUM
ap-9969	168	7	18	18	NUM
ap-9969	168	8	rmag	rmag	ADJ
ap-9969	168	9	0	0	NUM
ap-9969	168	10	200	200	NUM
ap-9969	168	11	400	400	NUM
ap-9969	168	12	600	600	NUM
ap-9969	168	13	800	800	NUM
ap-9969	168	14	1000	1000	NUM
ap-9969	168	15	1200	1200	NUM
ap-9969	168	16	objects	object	VERB
ap-9969	168	17	unflagged	unflagged	ADJ
ap-9969	168	18	objects	object	VERB
ap-9969	168	19	catalogue	catalogue	NOUN
ap-9969	168	20	s	s	PROPN
ap-9969	168	21	/	/	SYM
ap-9969	168	22	n=5	n=5	X
ap-9969	168	23	(	(	PUNCT
ap-9969	168	24	a	a	NOUN
ap-9969	168	25	)	)	PUNCT
ap-9969	168	26	.	.	PUNCT
ap-9969	169	1	the	the	DET
ap-9969	169	2	histograms	histogram	NOUN
ap-9969	169	3	of	of	ADP
ap-9969	169	4	calibrated	calibrate	VERB
ap-9969	169	5	magnitudes	magnitude	NOUN
ap-9969	169	6	for	for	ADP
ap-9969	169	7	detected	detect	VERB
ap-9969	169	8	objects	object	NOUN
ap-9969	169	9	(	(	PUNCT
ap-9969	169	10	both	both	PRON
ap-9969	169	11	total	total	ADJ
ap-9969	169	12	and	and	CCONJ
ap-9969	169	13	unflagged	unflagged	ADJ
ap-9969	169	14	ones	one	NOUN
ap-9969	169	15	only	only	ADV
ap-9969	169	16	)	)	PUNCT
ap-9969	169	17	,	,	PUNCT
ap-9969	169	18	and	and	CCONJ
ap-9969	169	19	catalogue	catalogue	NOUN
ap-9969	169	20	magnitudes	magnitude	NOUN
ap-9969	169	21	for	for	ADP
ap-9969	169	22	stars	star	NOUN
ap-9969	169	23	inside	inside	ADP
ap-9969	169	24	the	the	DET
ap-9969	169	25	image	image	NOUN
ap-9969	169	26	.	.	PUNCT
ap-9969	170	1	8	8	NUM
ap-9969	170	2	10	10	NUM
ap-9969	170	3	12	12	NUM
ap-9969	170	4	14	14	NUM
ap-9969	170	5	16	16	NUM
ap-9969	170	6	rmag	rmag	VERB
ap-9969	170	7	101	101	NUM
ap-9969	170	8	102	102	NUM
ap-9969	170	9	103	103	NUM
ap-9969	170	10	si	si	X
ap-9969	170	11	gn	gn	PROPN
ap-9969	170	12	al	al	PROPN
ap-9969	170	13	/	/	PUNCT
ap-9969	170	14	no	no	DET
ap-9969	170	15	ise	ise	NOUN
ap-9969	170	16	s	s	NOUN
ap-9969	170	17	/	/	SYM
ap-9969	170	18	n=5	n=5	ADJ
ap-9969	170	19	limit	limit	NOUN
ap-9969	170	20	is	be	AUX
ap-9969	170	21	16.06	16.06	NUM
ap-9969	170	22	objects	object	NOUN
ap-9969	170	23	s	s	PART
ap-9969	170	24	/	/	SYM
ap-9969	170	25	n=5	n=5	ADJ
ap-9969	170	26	model	model	NOUN
ap-9969	170	27	s	s	PROPN
ap-9969	170	28	/	/	SYM
ap-9969	170	29	n=5	n=5	ADJ
ap-9969	170	30	local	local	ADJ
ap-9969	170	31	rms	rm	NOUN
ap-9969	170	32	(	(	PUNCT
ap-9969	170	33	b	b	NOUN
ap-9969	170	34	)	)	PUNCT
ap-9969	170	35	.	.	PUNCT
ap-9969	171	1	signal	signal	VERB
ap-9969	171	2	to	to	PART
ap-9969	171	3	noise	noise	VERB
ap-9969	171	4	ratio	ratio	NOUN
ap-9969	171	5	vs	vs	ADP
ap-9969	171	6	calibrated	calibrate	VERB
ap-9969	171	7	magnitude	magnitude	NOUN
ap-9969	171	8	plot	plot	NOUN
ap-9969	171	9	of	of	ADP
ap-9969	171	10	the	the	DET
ap-9969	171	11	detected	detect	VERB
ap-9969	171	12	objects	object	NOUN
ap-9969	171	13	,	,	PUNCT
ap-9969	171	14	fitted	fit	VERB
ap-9969	171	15	with	with	ADP
ap-9969	171	16	the	the	DET
ap-9969	171	17	noise	noise	NOUN
ap-9969	171	18	model	model	NOUN
ap-9969	171	19	.	.	PUNCT
ap-9969	172	1	detection	detection	NOUN
ap-9969	172	2	limit	limit	NOUN
ap-9969	172	3	is	be	AUX
ap-9969	172	4	defined	define	VERB
ap-9969	172	5	as	as	ADP
ap-9969	172	6	an	an	DET
ap-9969	172	7	intersection	intersection	NOUN
ap-9969	172	8	of	of	ADP
ap-9969	172	9	the	the	DET
ap-9969	172	10	model	model	NOUN
ap-9969	172	11	curve	curve	NOUN
ap-9969	172	12	with	with	ADP
ap-9969	172	13	the	the	DET
ap-9969	172	14	selected	select	VERB
ap-9969	172	15	level	level	NOUN
ap-9969	172	16	(	(	PUNCT
ap-9969	172	17	s	s	NOUN
ap-9969	172	18	/	/	SYM
ap-9969	172	19	n	n	NOUN
ap-9969	172	20	=	=	SYM
ap-9969	172	21	5	5	NUM
ap-9969	172	22	in	in	ADP
ap-9969	172	23	this	this	DET
ap-9969	172	24	example	example	NOUN
ap-9969	172	25	)	)	PUNCT
ap-9969	172	26	.	.	PUNCT
ap-9969	173	1	also	also	ADV
ap-9969	173	2	plotted	plot	VERB
ap-9969	173	3	(	(	PUNCT
ap-9969	173	4	orange	orange	ADJ
ap-9969	173	5	dots	dot	NOUN
ap-9969	173	6	)	)	PUNCT
ap-9969	173	7	are	be	AUX
ap-9969	173	8	the	the	DET
ap-9969	173	9	detection	detection	NOUN
ap-9969	173	10	limits	limit	NOUN
ap-9969	173	11	estimated	estimate	VERB
ap-9969	173	12	for	for	ADP
ap-9969	173	13	individual	individual	ADJ
ap-9969	173	14	objects	object	NOUN
ap-9969	173	15	solely	solely	ADV
ap-9969	173	16	from	from	ADP
ap-9969	173	17	the	the	DET
ap-9969	173	18	positionally	positionally	ADV
ap-9969	173	19	-	-	PUNCT
ap-9969	173	20	dependent	dependent	ADJ
ap-9969	173	21	background	background	NOUN
ap-9969	173	22	flux	flux	NOUN
ap-9969	173	23	errors	error	NOUN
ap-9969	173	24	inside	inside	ADP
ap-9969	173	25	the	the	DET
ap-9969	173	26	aperture	aperture	NOUN
ap-9969	173	27	.	.	PUNCT
ap-9969	174	1	figure	figure	NOUN
ap-9969	174	2	6	6	NUM
ap-9969	174	3	.	.	PUNCT
ap-9969	174	4	example	example	NOUN
ap-9969	174	5	of	of	ADP
ap-9969	174	6	diagnostic	diagnostic	ADJ
ap-9969	174	7	plots	plot	NOUN
ap-9969	174	8	generated	generate	VERB
ap-9969	174	9	by	by	ADP
ap-9969	174	10	stdweb	stdweb	ADJ
ap-9969	174	11	to	to	PART
ap-9969	174	12	determine	determine	VERB
ap-9969	174	13	the	the	DET
ap-9969	174	14	detection	detection	NOUN
ap-9969	174	15	limit	limit	NOUN
ap-9969	174	16	.	.	PUNCT
ap-9969	175	1	noise	noise	NOUN
ap-9969	175	2	and	and	CCONJ
ap-9969	175	3	poissonian	poissonian	ADJ
ap-9969	175	4	noise	noise	NOUN
ap-9969	175	5	of	of	ADP
ap-9969	175	6	the	the	DET
ap-9969	175	7	object	object	NOUN
ap-9969	175	8	flux	flux	NOUN
ap-9969	175	9	that	that	PRON
ap-9969	175	10	is	be	AUX
ap-9969	175	11	proportional	proportional	ADJ
ap-9969	175	12	to	to	ADP
ap-9969	175	13	the	the	DET
ap-9969	175	14	flux	flux	PROPN
ap-9969	175	15	square	square	PROPN
ap-9969	175	16	root	root	NOUN
ap-9969	175	17	.	.	PUNCT
ap-9969	176	1	while	while	SCONJ
ap-9969	176	2	the	the	DET
ap-9969	176	3	model	model	NOUN
ap-9969	176	4	is	be	AUX
ap-9969	176	5	essentially	essentially	ADV
ap-9969	176	6	the	the	DET
ap-9969	176	7	same	same	ADJ
ap-9969	176	8	as	as	SCONJ
ap-9969	176	9	used	use	VERB
ap-9969	176	10	by	by	ADP
ap-9969	176	11	photometric	photometric	ADJ
ap-9969	176	12	routines	routine	NOUN
ap-9969	176	13	for	for	ADP
ap-9969	176	14	estimating	estimate	VERB
ap-9969	176	15	the	the	DET
ap-9969	176	16	measurement	measurement	NOUN
ap-9969	176	17	error	error	NOUN
ap-9969	176	18	,	,	PUNCT
ap-9969	176	19	the	the	DET
ap-9969	176	20	plot	plot	NOUN
ap-9969	176	21	still	still	ADV
ap-9969	176	22	has	have	VERB
ap-9969	176	23	some	some	DET
ap-9969	176	24	scatter	scatter	NOUN
ap-9969	176	25	due	due	ADP
ap-9969	176	26	to	to	ADP
ap-9969	176	27	the	the	DET
ap-9969	176	28	positional	positional	ADJ
ap-9969	176	29	dependence	dependence	NOUN
ap-9969	176	30	of	of	ADP
ap-9969	176	31	the	the	DET
ap-9969	176	32	zero	zero	NUM
ap-9969	176	33	point	point	NOUN
ap-9969	176	34	.	.	PUNCT
ap-9969	177	1	thus	thus	ADV
ap-9969	177	2	,	,	PUNCT
ap-9969	177	3	the	the	DET
ap-9969	177	4	estimated	estimate	VERB
ap-9969	177	5	global	global	ADJ
ap-9969	177	6	detection	detection	NOUN
ap-9969	177	7	limit	limit	NOUN
ap-9969	177	8	corresponds	correspond	VERB
ap-9969	177	9	to	to	ADP
ap-9969	177	10	a	a	DET
ap-9969	177	11	mean	mean	ADJ
ap-9969	177	12	value	value	NOUN
ap-9969	177	13	over	over	ADP
ap-9969	177	14	the	the	DET
ap-9969	177	15	whole	whole	ADJ
ap-9969	177	16	image	image	NOUN
ap-9969	177	17	,	,	PUNCT
ap-9969	177	18	while	while	SCONJ
ap-9969	177	19	local	local	ADJ
ap-9969	177	20	values	value	NOUN
ap-9969	177	21	may	may	AUX
ap-9969	177	22	slightly	slightly	ADV
ap-9969	177	23	deviate	deviate	VERB
ap-9969	177	24	from	from	ADP
ap-9969	177	25	that	that	PRON
ap-9969	177	26	.	.	PUNCT
ap-9969	178	1	the	the	DET
ap-9969	178	2	code	code	NOUN
ap-9969	178	3	also	also	ADV
ap-9969	178	4	tries	try	VERB
ap-9969	178	5	to	to	PART
ap-9969	178	6	estimate	estimate	VERB
ap-9969	178	7	the	the	DET
ap-9969	178	8	limits	limit	NOUN
ap-9969	178	9	for	for	ADP
ap-9969	178	10	individual	individual	ADJ
ap-9969	178	11	objects	object	NOUN
ap-9969	178	12	solely	solely	ADV
ap-9969	178	13	from	from	ADP
ap-9969	178	14	the	the	DET
ap-9969	178	15	(	(	PUNCT
ap-9969	178	16	positionally	positionally	ADV
ap-9969	178	17	dependent	dependent	ADJ
ap-9969	178	18	)	)	PUNCT
ap-9969	178	19	noise	noise	NOUN
ap-9969	178	20	inside	inside	ADP
ap-9969	178	21	the	the	DET
ap-9969	178	22	aperture	aperture	NOUN
ap-9969	178	23	multiplied	multiply	VERB
ap-9969	178	24	by	by	ADP
ap-9969	178	25	a	a	DET
ap-9969	178	26	given	give	VERB
ap-9969	178	27	s	s	NOUN
ap-9969	178	28	/	/	SYM
ap-9969	178	29	n	n	NOUN
ap-9969	178	30	ratio	ratio	NOUN
ap-9969	178	31	(	(	PUNCT
ap-9969	178	32	thus	thus	ADV
ap-9969	178	33	,	,	PUNCT
ap-9969	178	34	corresponding	correspond	VERB
ap-9969	178	35	to	to	ADP
ap-9969	178	36	the	the	DET
ap-9969	178	37	flux	flux	NOUN
ap-9969	178	38	that	that	PRON
ap-9969	178	39	would	would	AUX
ap-9969	178	40	be	be	AUX
ap-9969	178	41	detectable	detectable	ADJ
ap-9969	178	42	with	with	ADP
ap-9969	178	43	that	that	DET
ap-9969	178	44	significance	significance	NOUN
ap-9969	178	45	above	above	ADP
ap-9969	178	46	the	the	DET
ap-9969	178	47	background	background	NOUN
ap-9969	178	48	noise	noise	NOUN
ap-9969	178	49	)	)	PUNCT
ap-9969	178	50	,	,	PUNCT
ap-9969	178	51	but	but	CCONJ
ap-9969	178	52	this	this	DET
ap-9969	178	53	approach	approach	NOUN
ap-9969	178	54	slightly	slightly	ADV
ap-9969	178	55	overestimates	overestimate	VERB
ap-9969	178	56	the	the	DET
ap-9969	178	57	limit	limit	NOUN
ap-9969	178	58	due	due	ADP
ap-9969	178	59	to	to	ADP
ap-9969	178	60	not	not	PART
ap-9969	178	61	taking	take	VERB
ap-9969	178	62	into	into	ADP
ap-9969	178	63	account	account	NOUN
ap-9969	178	64	noise	noise	NOUN
ap-9969	178	65	contribution	contribution	NOUN
ap-9969	178	66	from	from	ADP
ap-9969	178	67	the	the	DET
ap-9969	178	68	object	object	NOUN
ap-9969	178	69	flux	flux	NOUN
ap-9969	178	70	itself	itself	PRON
ap-9969	178	71	,	,	PUNCT
ap-9969	178	72	as	as	SCONJ
ap-9969	178	73	seen	see	VERB
ap-9969	178	74	in	in	ADP
ap-9969	178	75	the	the	DET
ap-9969	178	76	right	right	ADJ
ap-9969	178	77	panel	panel	NOUN
ap-9969	178	78	of	of	ADP
ap-9969	178	79	figure	figure	NOUN
ap-9969	178	80	6	6	NUM
ap-9969	178	81	(	(	PUNCT
ap-9969	178	82	orange	orange	ADJ
ap-9969	178	83	dots	dot	NOUN
ap-9969	178	84	)	)	PUNCT
ap-9969	178	85	.	.	PUNCT
ap-9969	179	1	the	the	DET
ap-9969	179	2	histogram	histogram	NOUN
ap-9969	179	3	of	of	ADP
ap-9969	179	4	the	the	DET
ap-9969	179	5	magnitudes	magnitude	NOUN
ap-9969	179	6	of	of	ADP
ap-9969	179	7	the	the	DET
ap-9969	179	8	detected	detect	VERB
ap-9969	179	9	objects	object	NOUN
ap-9969	179	10	in	in	ADP
ap-9969	179	11	comparison	comparison	NOUN
ap-9969	179	12	with	with	ADP
ap-9969	179	13	the	the	DET
ap-9969	179	14	ones	one	NOUN
ap-9969	179	15	for	for	ADP
ap-9969	179	16	catalogue	catalogue	NOUN
ap-9969	179	17	stars	star	NOUN
ap-9969	179	18	inside	inside	ADP
ap-9969	179	19	the	the	DET
ap-9969	179	20	image	image	NOUN
ap-9969	179	21	may	may	AUX
ap-9969	179	22	also	also	ADV
ap-9969	179	23	be	be	AUX
ap-9969	179	24	used	use	VERB
ap-9969	179	25	for	for	ADP
ap-9969	179	26	both	both	PRON
ap-9969	179	27	estimating	estimate	VERB
ap-9969	179	28	the	the	DET
ap-9969	179	29	detection	detection	NOUN
ap-9969	179	30	limit	limit	NOUN
ap-9969	179	31	,	,	PUNCT
ap-9969	179	32	as	as	ADV
ap-9969	179	33	well	well	ADV
ap-9969	179	34	as	as	ADP
ap-9969	179	35	completeness	completeness	NOUN
ap-9969	179	36	and	and	CCONJ
ap-9969	179	37	purity	purity	NOUN
ap-9969	179	38	of	of	ADP
ap-9969	179	39	the	the	DET
ap-9969	179	40	detections	detection	NOUN
ap-9969	179	41	,	,	PUNCT
ap-9969	179	42	as	as	SCONJ
ap-9969	179	43	shown	show	VERB
ap-9969	179	44	in	in	ADP
ap-9969	179	45	the	the	DET
ap-9969	179	46	left	left	ADJ
ap-9969	179	47	panel	panel	NOUN
ap-9969	179	48	of	of	ADP
ap-9969	179	49	figure	figure	NOUN
ap-9969	179	50	6	6	NUM
ap-9969	179	51	.	.	PUNCT
ap-9969	180	1	in	in	ADP
ap-9969	180	2	this	this	DET
ap-9969	180	3	specific	specific	ADJ
ap-9969	180	4	example	example	NOUN
ap-9969	180	5	,	,	PUNCT
ap-9969	180	6	which	which	PRON
ap-9969	180	7	corresponds	correspond	VERB
ap-9969	180	8	to	to	ADP
ap-9969	180	9	the	the	DET
ap-9969	180	10	same	same	ADJ
ap-9969	180	11	image	image	NOUN
ap-9969	180	12	as	as	ADP
ap-9969	180	13	the	the	DET
ap-9969	180	14	right	right	ADJ
ap-9969	180	15	panel	panel	NOUN
ap-9969	180	16	of	of	ADP
ap-9969	180	17	figure	figure	NOUN
ap-9969	180	18	3	3	NUM
ap-9969	180	19	,	,	PUNCT
ap-9969	180	20	most	most	ADJ
ap-9969	180	21	of	of	ADP
ap-9969	180	22	the	the	DET
ap-9969	180	23	flagged	flag	VERB
ap-9969	180	24	objects	object	NOUN
ap-9969	180	25	represent	represent	VERB
ap-9969	180	26	the	the	DET
ap-9969	180	27	blended	blended	ADJ
ap-9969	180	28	ones	one	NOUN
ap-9969	180	29	that	that	PRON
ap-9969	180	30	are	be	AUX
ap-9969	180	31	marked	mark	VERB
ap-9969	180	32	as	as	ADP
ap-9969	180	33	outliers	outlier	NOUN
ap-9969	180	34	by	by	ADP
ap-9969	180	35	the	the	DET
ap-9969	180	36	pre	pre	ADJ
ap-9969	180	37	-	-	ADJ
ap-9969	180	38	filtering	filtering	ADJ
ap-9969	180	39	routine	routine	NOUN
ap-9969	180	40	.	.	PUNCT
ap-9969	181	1	4	4	X
ap-9969	181	2	.	.	X
ap-9969	181	3	transient	transient	ADJ
ap-9969	181	4	detection	detection	NOUN
ap-9969	181	5	much	much	ADJ
ap-9969	181	6	of	of	ADP
ap-9969	181	7	the	the	DET
ap-9969	181	8	effort	effort	NOUN
ap-9969	181	9	in	in	ADP
ap-9969	181	10	creating	create	VERB
ap-9969	181	11	the	the	DET
ap-9969	181	12	stdweb	stdweb	NOUN
ap-9969	181	13	has	have	AUX
ap-9969	181	14	gone	go	VERB
ap-9969	181	15	into	into	ADP
ap-9969	181	16	implementing	implement	VERB
ap-9969	181	17	transient	transient	ADJ
ap-9969	181	18	detection	detection	NOUN
ap-9969	181	19	routines	routine	NOUN
ap-9969	181	20	,	,	PUNCT
ap-9969	181	21	as	as	SCONJ
ap-9969	181	22	they	they	PRON
ap-9969	181	23	are	be	AUX
ap-9969	181	24	the	the	DET
ap-9969	181	25	primary	primary	ADJ
ap-9969	181	26	motivation	motivation	NOUN
ap-9969	181	27	behind	behind	ADP
ap-9969	181	28	the	the	DET
ap-9969	181	29	original	original	ADJ
ap-9969	181	30	stdpipe	stdpipe	NOUN
ap-9969	181	31	.	.	PUNCT
ap-9969	182	1	the	the	DET
ap-9969	182	2	code	code	NOUN
ap-9969	182	3	implements	implement	VERB
ap-9969	182	4	two	two	NUM
ap-9969	182	5	different	different	ADJ
ap-9969	182	6	approaches	approach	NOUN
ap-9969	182	7	for	for	ADP
ap-9969	182	8	detecting	detect	VERB
ap-9969	182	9	the	the	DET
ap-9969	182	10	transients	transient	NOUN
ap-9969	182	11	in	in	ADP
ap-9969	182	12	the	the	DET
ap-9969	182	13	image	image	NOUN
ap-9969	182	14	–	–	PUNCT
ap-9969	182	15	57	57	NUM
ap-9969	182	16	sergey	sergey	PROPN
ap-9969	182	17	karpov	karpov	PROPN
ap-9969	182	18	acta	acta	PROPN
ap-9969	182	19	polytechnica	polytechnica	PROPN
ap-9969	182	20	the	the	DET
ap-9969	182	21	one	one	NUM
ap-9969	182	22	based	base	VERB
ap-9969	182	23	solely	solely	ADV
ap-9969	182	24	on	on	ADP
ap-9969	182	25	comparing	compare	VERB
ap-9969	182	26	the	the	DET
ap-9969	182	27	lists	list	NOUN
ap-9969	182	28	of	of	ADP
ap-9969	182	29	the	the	DET
ap-9969	182	30	detected	detect	VERB
ap-9969	182	31	objects	object	NOUN
ap-9969	182	32	with	with	ADP
ap-9969	182	33	different	different	ADJ
ap-9969	182	34	catalogues	catalogue	NOUN
ap-9969	182	35	,	,	PUNCT
ap-9969	182	36	and	and	CCONJ
ap-9969	182	37	the	the	DET
ap-9969	182	38	one	one	NOUN
ap-9969	182	39	involving	involve	VERB
ap-9969	182	40	subtracting	subtract	VERB
ap-9969	182	41	the	the	DET
ap-9969	182	42	reference	reference	NOUN
ap-9969	182	43	image	image	NOUN
ap-9969	182	44	in	in	ADP
ap-9969	182	45	order	order	NOUN
ap-9969	182	46	to	to	PART
ap-9969	182	47	find	find	VERB
ap-9969	182	48	pixel	pixel	ADJ
ap-9969	182	49	-	-	PUNCT
ap-9969	182	50	level	level	NOUN
ap-9969	182	51	differences	difference	NOUN
ap-9969	182	52	between	between	ADP
ap-9969	182	53	them	they	PRON
ap-9969	182	54	.	.	PUNCT
ap-9969	183	1	details	detail	NOUN
ap-9969	183	2	of	of	ADP
ap-9969	183	3	their	their	PRON
ap-9969	183	4	implementations	implementation	NOUN
ap-9969	183	5	are	be	AUX
ap-9969	183	6	given	give	VERB
ap-9969	183	7	below	below	ADV
ap-9969	183	8	.	.	PUNCT
ap-9969	184	1	4.1	4.1	NUM
ap-9969	184	2	.	.	PUNCT
ap-9969	185	1	simple	simple	ADJ
ap-9969	185	2	catalogue	catalogue	NOUN
ap-9969	185	3	-	-	PUNCT
ap-9969	185	4	based	base	VERB
ap-9969	185	5	transient	transient	ADJ
ap-9969	185	6	detection	detection	NOUN
ap-9969	185	7	for	for	ADP
ap-9969	185	8	detecting	detect	VERB
ap-9969	185	9	brighter	bright	ADJ
ap-9969	185	10	transients	transient	NOUN
ap-9969	185	11	that	that	PRON
ap-9969	185	12	are	be	AUX
ap-9969	185	13	not	not	PART
ap-9969	185	14	situated	situate	VERB
ap-9969	185	15	on	on	ADP
ap-9969	185	16	a	a	DET
ap-9969	185	17	complex	complex	ADJ
ap-9969	185	18	background	background	NOUN
ap-9969	185	19	or	or	CCONJ
ap-9969	185	20	in	in	ADP
ap-9969	185	21	a	a	DET
ap-9969	185	22	dense	dense	ADJ
ap-9969	185	23	stellar	stellar	ADJ
ap-9969	185	24	fields	field	NOUN
ap-9969	185	25	,	,	PUNCT
ap-9969	185	26	the	the	DET
ap-9969	185	27	approach	approach	NOUN
ap-9969	185	28	based	base	VERB
ap-9969	185	29	on	on	ADP
ap-9969	185	30	the	the	DET
ap-9969	185	31	direct	direct	ADJ
ap-9969	185	32	comparison	comparison	NOUN
ap-9969	185	33	of	of	ADP
ap-9969	185	34	objects	object	NOUN
ap-9969	185	35	detected	detect	VERB
ap-9969	185	36	in	in	ADP
ap-9969	185	37	the	the	DET
ap-9969	185	38	image	image	NOUN
ap-9969	185	39	with	with	ADP
ap-9969	185	40	the	the	DET
ap-9969	185	41	lists	list	NOUN
ap-9969	185	42	of	of	ADP
ap-9969	185	43	known	know	VERB
ap-9969	185	44	catalogue	catalogue	NOUN
ap-9969	185	45	stars	star	NOUN
ap-9969	185	46	may	may	AUX
ap-9969	185	47	be	be	AUX
ap-9969	185	48	sufficient	sufficient	ADJ
ap-9969	185	49	.	.	PUNCT
ap-9969	186	1	it	it	PRON
ap-9969	186	2	is	be	AUX
ap-9969	186	3	implemented	implement	VERB
ap-9969	186	4	in	in	ADP
ap-9969	186	5	stdweb	stdweb	ADJ
ap-9969	186	6	as	as	ADP
ap-9969	186	7	a	a	DET
ap-9969	186	8	“	"	PUNCT
ap-9969	186	9	simple	simple	ADJ
ap-9969	186	10	transient	transient	ADJ
ap-9969	186	11	detection	detection	NOUN
ap-9969	186	12	”	"	PUNCT
ap-9969	186	13	section	section	NOUN
ap-9969	186	14	of	of	ADP
ap-9969	186	15	task	task	NOUN
ap-9969	186	16	analysis	analysis	NOUN
ap-9969	186	17	,	,	PUNCT
ap-9969	186	18	and	and	CCONJ
ap-9969	186	19	involves	involve	VERB
ap-9969	186	20	the	the	DET
ap-9969	186	21	following	follow	VERB
ap-9969	186	22	steps	step	NOUN
ap-9969	186	23	.	.	PUNCT
ap-9969	187	1	the	the	DET
ap-9969	187	2	analysis	analysis	NOUN
ap-9969	187	3	is	be	AUX
ap-9969	187	4	based	base	VERB
ap-9969	187	5	on	on	ADP
ap-9969	187	6	the	the	DET
ap-9969	187	7	list	list	NOUN
ap-9969	187	8	of	of	ADP
ap-9969	187	9	objects	object	NOUN
ap-9969	187	10	detected	detect	VERB
ap-9969	187	11	in	in	ADP
ap-9969	187	12	the	the	DET
ap-9969	187	13	original	original	ADJ
ap-9969	187	14	object	object	NOUN
ap-9969	187	15	detection	detection	NOUN
ap-9969	187	16	step	step	NOUN
ap-9969	187	17	,	,	PUNCT
ap-9969	187	18	that	that	PRON
ap-9969	187	19	includes	include	VERB
ap-9969	187	20	only	only	ADV
ap-9969	187	21	the	the	DET
ap-9969	187	22	ones	one	NOUN
ap-9969	187	23	that	that	PRON
ap-9969	187	24	have	have	VERB
ap-9969	187	25	aperture	aperture	ADJ
ap-9969	187	26	flux	flux	NOUN
ap-9969	187	27	measured	measure	VERB
ap-9969	187	28	with	with	ADP
ap-9969	187	29	signalto	signalto	NOUN
ap-9969	187	30	-	-	PUNCT
ap-9969	187	31	noise	noise	NOUN
ap-9969	187	32	ratio	ratio	NOUN
ap-9969	187	33	better	well	ADV
ap-9969	187	34	than	than	ADP
ap-9969	187	35	the	the	DET
ap-9969	187	36	user	user	NOUN
ap-9969	187	37	-	-	PUNCT
ap-9969	187	38	specified	specify	VERB
ap-9969	187	39	threshold	threshold	NOUN
ap-9969	187	40	.	.	PUNCT
ap-9969	188	1	they	they	PRON
ap-9969	188	2	all	all	PRON
ap-9969	188	3	have	have	AUX
ap-9969	188	4	astrometrically	astrometrically	ADV
ap-9969	188	5	calibrated	calibrate	VERB
ap-9969	188	6	positions	position	NOUN
ap-9969	188	7	and	and	CCONJ
ap-9969	188	8	magnitudes	magnitude	NOUN
ap-9969	188	9	calibrated	calibrate	VERB
ap-9969	188	10	to	to	ADP
ap-9969	188	11	a	a	DET
ap-9969	188	12	standard	standard	ADJ
ap-9969	188	13	(	(	PUNCT
ap-9969	188	14	pan	pan	NOUN
ap-9969	188	15	-	-	PUNCT
ap-9969	188	16	starrs	starrs	PROPN
ap-9969	188	17	or	or	CCONJ
ap-9969	188	18	johnson	johnson	PROPN
ap-9969	188	19	-	-	PUNCT
ap-9969	188	20	cousins	cousins	PROPN
ap-9969	188	21	)	)	PUNCT
ap-9969	188	22	system	system	NOUN
ap-9969	188	23	,	,	PUNCT
ap-9969	188	24	with	with	ADP
ap-9969	188	25	a	a	DET
ap-9969	188	26	instrumental	instrumental	ADJ
ap-9969	188	27	photometric	photometric	NOUN
ap-9969	188	28	system	system	NOUN
ap-9969	188	29	characterised	characterise	VERB
ap-9969	188	30	by	by	ADP
ap-9969	188	31	a	a	DET
ap-9969	188	32	linear	linear	ADJ
ap-9969	188	33	colour	colour	NOUN
ap-9969	188	34	term	term	NOUN
ap-9969	188	35	.	.	PUNCT
ap-9969	189	1	first	first	ADV
ap-9969	189	2	,	,	PUNCT
ap-9969	189	3	the	the	DET
ap-9969	189	4	code	code	NOUN
ap-9969	189	5	rejects	reject	VERB
ap-9969	189	6	all	all	DET
ap-9969	189	7	the	the	DET
ap-9969	189	8	objects	object	NOUN
ap-9969	189	9	that	that	PRON
ap-9969	189	10	have	have	VERB
ap-9969	189	11	any	any	DET
ap-9969	189	12	flag	flag	NOUN
ap-9969	189	13	set	set	NOUN
ap-9969	189	14	(	(	PUNCT
ap-9969	189	15	see	see	VERB
ap-9969	189	16	table	table	NOUN
ap-9969	189	17	2	2	NUM
ap-9969	189	18	)	)	PUNCT
ap-9969	189	19	,	,	PUNCT
ap-9969	189	20	except	except	SCONJ
ap-9969	189	21	for	for	ADP
ap-9969	189	22	0x002	0x002	NOUN
ap-9969	189	23	(	(	PUNCT
ap-9969	189	24	deblended	deblende	VERB
ap-9969	189	25	)	)	PUNCT
ap-9969	189	26	,	,	PUNCT
ap-9969	189	27	or	or	CCONJ
ap-9969	189	28	0x100	0x100	NUM
ap-9969	189	29	(	(	PUNCT
ap-9969	189	30	the	the	DET
ap-9969	189	31	isophotal	isophotal	ADJ
ap-9969	189	32	footprint	footprint	NOUN
ap-9969	189	33	contains	contain	VERB
ap-9969	189	34	masked	mask	VERB
ap-9969	189	35	pixels	pixel	NOUN
ap-9969	189	36	)	)	PUNCT
ap-9969	189	37	,	,	PUNCT
ap-9969	189	38	thus	thus	ADV
ap-9969	189	39	rejecting	reject	VERB
ap-9969	189	40	all	all	DET
ap-9969	189	41	saturated	saturate	VERB
ap-9969	189	42	ones	one	NOUN
ap-9969	189	43	,	,	PUNCT
ap-9969	189	44	the	the	DET
ap-9969	189	45	ones	one	NOUN
ap-9969	189	46	marked	mark	VERB
ap-9969	189	47	as	as	ADP
ap-9969	189	48	cosmic	cosmic	ADJ
ap-9969	189	49	rays	ray	NOUN
ap-9969	189	50	,	,	PUNCT
ap-9969	189	51	and	and	CCONJ
ap-9969	189	52	the	the	DET
ap-9969	189	53	ones	one	NOUN
ap-9969	189	54	rejected	reject	VERB
ap-9969	189	55	by	by	ADP
ap-9969	189	56	the	the	DET
ap-9969	189	57	shapebased	shapebase	VERB
ap-9969	189	58	classifier	classifier	NOUN
ap-9969	189	59	(	(	PUNCT
ap-9969	189	60	see	see	VERB
ap-9969	189	61	section	section	NOUN
ap-9969	189	62	3.2	3.2	NUM
ap-9969	189	63	)	)	PUNCT
ap-9969	189	64	.	.	PUNCT
ap-9969	190	1	the	the	DET
ap-9969	190	2	latter	latter	ADJ
ap-9969	190	3	criterion	criterion	NOUN
ap-9969	190	4	can	can	AUX
ap-9969	190	5	be	be	AUX
ap-9969	190	6	optionally	optionally	ADV
ap-9969	190	7	relaxed	relax	VERB
ap-9969	190	8	,	,	PUNCT
ap-9969	190	9	in	in	ADP
ap-9969	190	10	order	order	NOUN
ap-9969	190	11	to	to	PART
ap-9969	190	12	be	be	AUX
ap-9969	190	13	able	able	ADJ
ap-9969	190	14	to	to	PART
ap-9969	190	15	detect	detect	VERB
ap-9969	190	16	the	the	DET
ap-9969	190	17	transients	transient	NOUN
ap-9969	190	18	that	that	PRON
ap-9969	190	19	are	be	AUX
ap-9969	190	20	in	in	ADP
ap-9969	190	21	close	close	ADJ
ap-9969	190	22	proximity	proximity	NOUN
ap-9969	190	23	of	of	ADP
ap-9969	190	24	other	other	ADJ
ap-9969	190	25	objects	object	NOUN
ap-9969	190	26	,	,	PUNCT
ap-9969	190	27	or	or	CCONJ
ap-9969	190	28	just	just	ADV
ap-9969	190	29	in	in	ADP
ap-9969	190	30	the	the	DET
ap-9969	190	31	images	image	NOUN
ap-9969	190	32	where	where	SCONJ
ap-9969	190	33	the	the	DET
ap-9969	190	34	shape	shape	NOUN
ap-9969	190	35	-	-	PUNCT
ap-9969	190	36	based	base	VERB
ap-9969	190	37	classifier	classifier	NOUN
ap-9969	190	38	rejects	reject	VERB
ap-9969	190	39	too	too	ADV
ap-9969	190	40	many	many	ADJ
ap-9969	190	41	good	good	ADJ
ap-9969	190	42	objects	object	NOUN
ap-9969	190	43	,	,	PUNCT
ap-9969	190	44	for	for	ADP
ap-9969	190	45	example	example	NOUN
ap-9969	190	46	.	.	PUNCT
ap-9969	191	1	then	then	ADV
ap-9969	191	2	,	,	PUNCT
ap-9969	191	3	the	the	DET
ap-9969	191	4	user	user	NOUN
ap-9969	191	5	is	be	AUX
ap-9969	191	6	able	able	ADJ
ap-9969	191	7	to	to	PART
ap-9969	191	8	restrict	restrict	VERB
ap-9969	191	9	the	the	DET
ap-9969	191	10	search	search	NOUN
ap-9969	191	11	to	to	ADP
ap-9969	191	12	just	just	ADV
ap-9969	191	13	a	a	DET
ap-9969	191	14	portion	portion	NOUN
ap-9969	191	15	of	of	ADP
ap-9969	191	16	the	the	DET
ap-9969	191	17	sky	sky	NOUN
ap-9969	191	18	by	by	ADP
ap-9969	191	19	specifying	specify	VERB
ap-9969	191	20	the	the	DET
ap-9969	191	21	centre	centre	NOUN
ap-9969	191	22	and	and	CCONJ
ap-9969	191	23	radius	radius	NOUN
ap-9969	191	24	corresponding	correspond	VERB
ap-9969	191	25	to	to	ADP
ap-9969	191	26	,	,	PUNCT
ap-9969	191	27	for	for	ADP
ap-9969	191	28	example	example	NOUN
ap-9969	191	29	,	,	PUNCT
ap-9969	191	30	a	a	DET
ap-9969	191	31	known	know	VERB
ap-9969	191	32	error	error	NOUN
ap-9969	191	33	box	box	NOUN
ap-9969	191	34	where	where	SCONJ
ap-9969	191	35	the	the	DET
ap-9969	191	36	transient	transient	NOUN
ap-9969	191	37	is	be	AUX
ap-9969	191	38	expected	expect	VERB
ap-9969	191	39	.	.	PUNCT
ap-9969	192	1	if	if	SCONJ
ap-9969	192	2	so	so	ADV
ap-9969	192	3	,	,	PUNCT
ap-9969	192	4	filtering	filtering	NOUN
ap-9969	192	5	is	be	AUX
ap-9969	192	6	performed	perform	VERB
ap-9969	192	7	using	use	VERB
ap-9969	192	8	these	these	DET
ap-9969	192	9	parameters	parameter	NOUN
ap-9969	192	10	,	,	PUNCT
ap-9969	192	11	and	and	CCONJ
ap-9969	192	12	the	the	DET
ap-9969	192	13	objects	object	NOUN
ap-9969	192	14	falling	fall	VERB
ap-9969	192	15	outside	outside	ADP
ap-9969	192	16	the	the	DET
ap-9969	192	17	specified	specify	VERB
ap-9969	192	18	cone	cone	NOUN
ap-9969	192	19	are	be	AUX
ap-9969	192	20	excluded	exclude	VERB
ap-9969	192	21	from	from	ADP
ap-9969	192	22	the	the	DET
ap-9969	192	23	following	follow	VERB
ap-9969	192	24	analysis	analysis	NOUN
ap-9969	192	25	.	.	PUNCT
ap-9969	193	1	next	next	ADV
ap-9969	193	2	,	,	PUNCT
ap-9969	193	3	a	a	DET
ap-9969	193	4	simple	simple	ADJ
ap-9969	193	5	“	"	PUNCT
ap-9969	193	6	multi	multi	ADJ
ap-9969	193	7	-	-	ADJ
ap-9969	193	8	image	image	ADJ
ap-9969	193	9	mode	mode	NOUN
ap-9969	193	10	”	"	PUNCT
ap-9969	193	11	can	can	AUX
ap-9969	193	12	also	also	ADV
ap-9969	193	13	be	be	AUX
ap-9969	193	14	enabled	enable	VERB
ap-9969	193	15	–	–	PUNCT
ap-9969	193	16	if	if	SCONJ
ap-9969	193	17	several	several	ADJ
ap-9969	193	18	images	image	NOUN
ap-9969	193	19	covering	cover	VERB
ap-9969	193	20	the	the	DET
ap-9969	193	21	same	same	ADJ
ap-9969	193	22	sky	sky	NOUN
ap-9969	193	23	position	position	NOUN
ap-9969	193	24	at	at	ADP
ap-9969	193	25	approximately	approximately	ADV
ap-9969	193	26	the	the	DET
ap-9969	193	27	same	same	ADJ
ap-9969	193	28	time	time	NOUN
ap-9969	193	29	are	be	AUX
ap-9969	193	30	uploaded	upload	VERB
ap-9969	193	31	to	to	ADP
ap-9969	193	32	stdweb	stdweb	ADJ
ap-9969	193	33	,	,	PUNCT
ap-9969	193	34	then	then	ADV
ap-9969	193	35	the	the	DET
ap-9969	193	36	user	user	NOUN
ap-9969	193	37	can	can	AUX
ap-9969	193	38	specify	specify	VERB
ap-9969	193	39	the	the	DET
ap-9969	193	40	request	request	NOUN
ap-9969	193	41	to	to	PART
ap-9969	193	42	reject	reject	VERB
ap-9969	193	43	any	any	DET
ap-9969	193	44	object	object	NOUN
ap-9969	193	45	that	that	PRON
ap-9969	193	46	is	be	AUX
ap-9969	193	47	not	not	PART
ap-9969	193	48	apparent	apparent	ADJ
ap-9969	193	49	in	in	ADP
ap-9969	193	50	all	all	DET
ap-9969	193	51	these	these	DET
ap-9969	193	52	images	image	NOUN
ap-9969	193	53	simultaneously	simultaneously	ADV
ap-9969	193	54	.	.	PUNCT
ap-9969	194	1	this	this	PRON
ap-9969	194	2	is	be	AUX
ap-9969	194	3	done	do	VERB
ap-9969	194	4	by	by	ADP
ap-9969	194	5	specifying	specify	VERB
ap-9969	194	6	task	task	NOUN
ap-9969	194	7	ids	id	NOUN
ap-9969	194	8	of	of	ADP
ap-9969	194	9	corresponding	correspond	VERB
ap-9969	194	10	additional	additional	ADJ
ap-9969	194	11	images	image	NOUN
ap-9969	194	12	that	that	PRON
ap-9969	194	13	should	should	AUX
ap-9969	194	14	be	be	AUX
ap-9969	194	15	already	already	ADV
ap-9969	194	16	photometrically	photometrically	ADV
ap-9969	194	17	calibrated	calibrate	VERB
ap-9969	194	18	,	,	PUNCT
ap-9969	194	19	performing	perform	VERB
ap-9969	194	20	the	the	DET
ap-9969	194	21	positional	positional	ADJ
ap-9969	194	22	cross	cross	NOUN
ap-9969	194	23	-	-	NOUN
ap-9969	194	24	match	match	NOUN
ap-9969	194	25	on	on	ADP
ap-9969	194	26	them	they	PRON
ap-9969	194	27	,	,	PUNCT
ap-9969	194	28	and	and	CCONJ
ap-9969	194	29	rejecting	reject	VERB
ap-9969	194	30	the	the	DET
ap-9969	194	31	objects	object	NOUN
ap-9969	194	32	that	that	PRON
ap-9969	194	33	have	have	VERB
ap-9969	194	34	no	no	DET
ap-9969	194	35	counterparts	counterpart	NOUN
ap-9969	194	36	in	in	ADP
ap-9969	194	37	each	each	PRON
ap-9969	194	38	of	of	ADP
ap-9969	194	39	them	they	PRON
ap-9969	194	40	.	.	PUNCT
ap-9969	195	1	next	next	ADV
ap-9969	195	2	,	,	PUNCT
ap-9969	195	3	the	the	DET
ap-9969	195	4	remaining	remain	VERB
ap-9969	195	5	list	list	NOUN
ap-9969	195	6	of	of	ADP
ap-9969	195	7	objects	object	NOUN
ap-9969	195	8	is	be	AUX
ap-9969	195	9	cross	cross	ADJ
ap-9969	195	10	-	-	ADJ
ap-9969	195	11	matched	match	VERB
ap-9969	195	12	with	with	ADP
ap-9969	195	13	a	a	DET
ap-9969	195	14	list	list	NOUN
ap-9969	195	15	of	of	ADP
ap-9969	195	16	catalogues	catalogue	NOUN
ap-9969	195	17	(	(	PUNCT
ap-9969	195	18	gaia	gaia	PROPN
ap-9969	195	19	edr3	edr3	PROPN
ap-9969	195	20	,	,	PUNCT
ap-9969	195	21	then	then	ADV
ap-9969	195	22	panstarrs	panstarrs	PROPN
ap-9969	195	23	dr1	dr1	PROPN
ap-9969	195	24	,	,	PUNCT
ap-9969	195	25	then	then	ADV
ap-9969	195	26	skymapper	skymapper	NOUN
ap-9969	195	27	dr4	dr4	PROPN
ap-9969	195	28	)	)	PUNCT
ap-9969	195	29	using	use	VERB
ap-9969	195	30	the	the	DET
ap-9969	195	31	cds	cd	NOUN
ap-9969	195	32	xmatch	xmatch	NOUN
ap-9969	196	1	[	[	X
ap-9969	196	2	47	47	NUM
ap-9969	196	3	]	]	PUNCT
ap-9969	196	4	service	service	NOUN
ap-9969	196	5	within	within	ADP
ap-9969	196	6	2	2	NUM
ap-9969	196	7	·	·	PUNCT
ap-9969	196	8	fwhm	fwhm	NOUN
ap-9969	196	9	radius	radius	NOUN
ap-9969	196	10	.	.	PUNCT
ap-9969	197	1	as	as	SCONJ
ap-9969	197	2	the	the	DET
ap-9969	197	3	list	list	NOUN
ap-9969	197	4	of	of	ADP
ap-9969	197	5	catalogue	catalogue	NOUN
ap-9969	197	6	fields	field	NOUN
ap-9969	197	7	returned	return	VERB
ap-9969	197	8	is	be	AUX
ap-9969	197	9	a	a	DET
ap-9969	197	10	bit	bit	NOUN
ap-9969	197	11	limited	limited	ADJ
ap-9969	197	12	compared	compare	VERB
ap-9969	197	13	to	to	ADP
ap-9969	197	14	regular	regular	ADJ
ap-9969	197	15	cds	cd	NOUN
ap-9969	197	16	vizier	vizier	NOUN
ap-9969	197	17	[	[	X
ap-9969	197	18	38	38	NUM
ap-9969	197	19	]	]	PUNCT
ap-9969	197	20	,	,	PUNCT
ap-9969	197	21	we	we	PRON
ap-9969	197	22	do	do	AUX
ap-9969	197	23	not	not	PART
ap-9969	197	24	perform	perform	VERB
ap-9969	197	25	a	a	DET
ap-9969	197	26	proper	proper	ADJ
ap-9969	197	27	augmentation	augmentation	NOUN
ap-9969	197	28	of	of	ADP
ap-9969	197	29	cross	cross	ADJ
ap-9969	197	30	-	-	ADJ
ap-9969	197	31	match	match	ADJ
ap-9969	197	32	results	result	NOUN
ap-9969	197	33	with	with	ADP
ap-9969	197	34	pan	pan	NOUN
ap-9969	197	35	-	-	ADJ
ap-9969	197	36	starrs	starrs	PROPN
ap-9969	197	37	or	or	CCONJ
ap-9969	197	38	johnson	johnson	PROPN
ap-9969	197	39	-	-	PUNCT
ap-9969	197	40	cousins	cousin	NOUN
ap-9969	197	41	magnitudes	magnitude	NOUN
ap-9969	197	42	,	,	PUNCT
ap-9969	197	43	but	but	CCONJ
ap-9969	197	44	instead	instead	ADV
ap-9969	197	45	just	just	ADV
ap-9969	197	46	select	select	VERB
ap-9969	197	47	the	the	DET
ap-9969	197	48	closest	close	ADJ
ap-9969	197	49	catalogue	catalogue	NOUN
ap-9969	197	50	passband	passband	NOUN
ap-9969	197	51	,	,	PUNCT
ap-9969	197	52	apply	apply	VERB
ap-9969	197	53	ab	ab	PROPN
ap-9969	197	54	to	to	ADP
ap-9969	197	55	the	the	DET
ap-9969	197	56	vega	vega	PROPN
ap-9969	197	57	zero	zero	NUM
ap-9969	197	58	point	point	NOUN
ap-9969	197	59	difference	difference	NOUN
ap-9969	197	60	if	if	SCONJ
ap-9969	197	61	necessary	necessary	ADJ
ap-9969	197	62	,	,	PUNCT
ap-9969	197	63	and	and	CCONJ
ap-9969	197	64	compare	compare	VERB
ap-9969	197	65	the	the	DET
ap-9969	197	66	brightness	brightness	NOUN
ap-9969	197	67	of	of	ADP
ap-9969	197	68	the	the	DET
ap-9969	197	69	detected	detect	VERB
ap-9969	197	70	source	source	NOUN
ap-9969	197	71	with	with	ADP
ap-9969	197	72	it	it	PRON
ap-9969	197	73	.	.	PUNCT
ap-9969	198	1	we	we	PRON
ap-9969	198	2	reject	reject	VERB
ap-9969	198	3	all	all	DET
ap-9969	198	4	the	the	DET
ap-9969	198	5	matches	match	NOUN
ap-9969	198	6	where	where	SCONJ
ap-9969	198	7	the	the	DET
ap-9969	198	8	object	object	NOUN
ap-9969	198	9	is	be	AUX
ap-9969	198	10	not	not	PART
ap-9969	198	11	brighter	bright	ADJ
ap-9969	198	12	than	than	ADP
ap-9969	198	13	the	the	DET
ap-9969	198	14	catalogue	catalogue	NOUN
ap-9969	198	15	star	star	NOUN
ap-9969	198	16	by	by	ADP
ap-9969	198	17	a	a	DET
ap-9969	198	18	specified	specify	VERB
ap-9969	198	19	limit	limit	NOUN
ap-9969	198	20	(	(	PUNCT
ap-9969	198	21	2	2	NUM
ap-9969	198	22	magnitudes	magnitude	NOUN
ap-9969	198	23	by	by	ADP
ap-9969	198	24	default	default	NOUN
ap-9969	198	25	)	)	PUNCT
ap-9969	198	26	.	.	PUNCT
ap-9969	199	1	this	this	DET
ap-9969	199	2	way	way	NOUN
ap-9969	199	3	,	,	PUNCT
ap-9969	199	4	we	we	PRON
ap-9969	199	5	reject	reject	VERB
ap-9969	199	6	all	all	DET
ap-9969	199	7	positional	positional	ADJ
ap-9969	199	8	matches	match	NOUN
ap-9969	199	9	except	except	SCONJ
ap-9969	199	10	for	for	ADP
ap-9969	199	11	the	the	DET
ap-9969	199	12	ones	one	NOUN
ap-9969	199	13	where	where	SCONJ
ap-9969	199	14	the	the	DET
ap-9969	199	15	catalogue	catalogue	NOUN
ap-9969	199	16	star	star	NOUN
ap-9969	199	17	is	be	AUX
ap-9969	199	18	too	too	ADV
ap-9969	199	19	faint	faint	ADJ
ap-9969	199	20	compared	compare	VERB
ap-9969	199	21	to	to	ADP
ap-9969	199	22	the	the	DET
ap-9969	199	23	detected	detect	VERB
ap-9969	199	24	transient	transient	ADJ
ap-9969	199	25	candidate	candidate	NOUN
ap-9969	199	26	in	in	ADP
ap-9969	199	27	order	order	NOUN
ap-9969	199	28	to	to	PART
ap-9969	199	29	both	both	PRON
ap-9969	199	30	avoid	avoid	VERB
ap-9969	199	31	the	the	DET
ap-9969	199	32	spurious	spurious	ADJ
ap-9969	199	33	matches	match	NOUN
ap-9969	199	34	with	with	ADP
ap-9969	199	35	faint	faint	ADJ
ap-9969	199	36	background	background	NOUN
ap-9969	199	37	catalogue	catalogue	NOUN
ap-9969	199	38	sources	source	NOUN
ap-9969	199	39	and	and	CCONJ
ap-9969	199	40	keep	keep	VERB
ap-9969	199	41	the	the	DET
ap-9969	199	42	transients	transient	NOUN
ap-9969	199	43	related	relate	VERB
ap-9969	199	44	to	to	ADP
ap-9969	199	45	the	the	DET
ap-9969	199	46	significant	significant	ADJ
ap-9969	199	47	increase	increase	NOUN
ap-9969	199	48	of	of	ADP
ap-9969	199	49	the	the	DET
ap-9969	199	50	flux	flux	NOUN
ap-9969	199	51	from	from	ADP
ap-9969	199	52	known	know	VERB
ap-9969	199	53	objects	object	NOUN
ap-9969	199	54	(	(	PUNCT
ap-9969	199	55	e.g.	e.g.	ADV
ap-9969	199	56	nuclear	nuclear	ADJ
ap-9969	199	57	transients	transient	NOUN
ap-9969	199	58	or	or	CCONJ
ap-9969	199	59	stellar	stellar	ADJ
ap-9969	199	60	flares	flare	NOUN
ap-9969	199	61	)	)	PUNCT
ap-9969	199	62	.	.	PUNCT
ap-9969	200	1	as	as	ADP
ap-9969	200	2	a	a	DET
ap-9969	200	3	final	final	ADJ
ap-9969	200	4	step	step	NOUN
ap-9969	200	5	,	,	PUNCT
ap-9969	200	6	if	if	SCONJ
ap-9969	200	7	the	the	DET
ap-9969	200	8	timestamp	timestamp	NOUN
ap-9969	200	9	of	of	ADP
ap-9969	200	10	the	the	DET
ap-9969	200	11	image	image	NOUN
ap-9969	200	12	is	be	AUX
ap-9969	200	13	known	know	VERB
ap-9969	200	14	,	,	PUNCT
ap-9969	200	15	the	the	DET
ap-9969	200	16	remaining	remain	VERB
ap-9969	200	17	transient	transient	ADJ
ap-9969	200	18	candidates	candidate	NOUN
ap-9969	200	19	are	be	AUX
ap-9969	200	20	checked	check	VERB
ap-9969	200	21	against	against	ADP
ap-9969	200	22	the	the	DET
ap-9969	200	23	positions	position	NOUN
ap-9969	200	24	of	of	ADP
ap-9969	200	25	known	know	VERB
ap-9969	200	26	solar	solar	ADJ
ap-9969	200	27	system	system	NOUN
ap-9969	200	28	objects	object	NOUN
ap-9969	200	29	at	at	ADP
ap-9969	200	30	that	that	DET
ap-9969	200	31	moment	moment	NOUN
ap-9969	200	32	using	use	VERB
ap-9969	200	33	the	the	DET
ap-9969	200	34	imcce	imcce	NOUN
ap-9969	200	35	skybot	skybot	NOUN
ap-9969	200	36	[	[	X
ap-9969	200	37	48	48	NUM
ap-9969	200	38	]	]	PUNCT
ap-9969	200	39	service	service	NOUN
ap-9969	200	40	,	,	PUNCT
ap-9969	200	41	and	and	CCONJ
ap-9969	200	42	the	the	DET
ap-9969	200	43	candidates	candidate	NOUN
ap-9969	200	44	positionally	positionally	ADV
ap-9969	200	45	matched	match	VERB
ap-9969	200	46	within	within	ADP
ap-9969	200	47	10′′	10′′	NUM
ap-9969	200	48	are	be	AUX
ap-9969	200	49	rejected	reject	VERB
ap-9969	200	50	.	.	PUNCT
ap-9969	201	1	no	no	DET
ap-9969	201	2	brightness	brightness	ADJ
ap-9969	201	3	comparison	comparison	NOUN
ap-9969	201	4	is	be	AUX
ap-9969	201	5	performed	perform	VERB
ap-9969	201	6	between	between	ADP
ap-9969	201	7	the	the	DET
ap-9969	201	8	candidate	candidate	NOUN
ap-9969	201	9	and	and	CCONJ
ap-9969	201	10	the	the	DET
ap-9969	201	11	solar	solar	ADJ
ap-9969	201	12	system	system	NOUN
ap-9969	201	13	object	object	VERB
ap-9969	201	14	in	in	ADP
ap-9969	201	15	this	this	DET
ap-9969	201	16	step	step	NOUN
ap-9969	201	17	.	.	PUNCT
ap-9969	202	1	instead	instead	ADV
ap-9969	202	2	,	,	PUNCT
ap-9969	202	3	this	this	DET
ap-9969	202	4	check	check	NOUN
ap-9969	202	5	can	can	AUX
ap-9969	202	6	be	be	AUX
ap-9969	202	7	completely	completely	ADV
ap-9969	202	8	disabled	disabled	ADJ
ap-9969	202	9	by	by	ADP
ap-9969	202	10	the	the	DET
ap-9969	202	11	user	user	NOUN
ap-9969	202	12	.	.	PUNCT
ap-9969	203	1	the	the	DET
ap-9969	203	2	results	result	NOUN
ap-9969	203	3	of	of	ADP
ap-9969	203	4	the	the	DET
ap-9969	203	5	search	search	NOUN
ap-9969	203	6	are	be	AUX
ap-9969	203	7	presented	present	VERB
ap-9969	203	8	to	to	ADP
ap-9969	203	9	the	the	DET
ap-9969	203	10	user	user	NOUN
ap-9969	203	11	as	as	ADP
ap-9969	203	12	a	a	DET
ap-9969	203	13	set	set	NOUN
ap-9969	203	14	of	of	ADP
ap-9969	203	15	candidates	candidate	NOUN
ap-9969	203	16	,	,	PUNCT
ap-9969	203	17	each	each	PRON
ap-9969	203	18	accompanied	accompany	VERB
ap-9969	203	19	by	by	ADP
ap-9969	203	20	the	the	DET
ap-9969	203	21	cutouts	cutout	NOUN
ap-9969	203	22	from	from	ADP
ap-9969	203	23	the	the	DET
ap-9969	203	24	original	original	ADJ
ap-9969	203	25	image	image	NOUN
ap-9969	203	26	centred	centre	VERB
ap-9969	203	27	on	on	ADP
ap-9969	203	28	it	it	PRON
ap-9969	203	29	,	,	PUNCT
ap-9969	203	30	the	the	DET
ap-9969	203	31	reference	reference	NOUN
ap-9969	203	32	image	image	NOUN
ap-9969	203	33	from	from	ADP
ap-9969	203	34	the	the	DET
ap-9969	203	35	relevant	relevant	ADJ
ap-9969	203	36	sky	sky	NOUN
ap-9969	203	37	survey	survey	NOUN
ap-9969	203	38	(	(	PUNCT
ap-9969	203	39	either	either	CCONJ
ap-9969	203	40	pan	pan	PROPN
ap-9969	203	41	-	-	ADJ
ap-9969	203	42	starrs	starrs	NOUN
ap-9969	203	43	or	or	CCONJ
ap-9969	203	44	skymapper	skymapper	NOUN
ap-9969	203	45	)	)	PUNCT
ap-9969	203	46	in	in	ADP
ap-9969	203	47	the	the	DET
ap-9969	203	48	closest	close	ADJ
ap-9969	203	49	passband	passband	NOUN
ap-9969	203	50	,	,	PUNCT
ap-9969	203	51	the	the	DET
ap-9969	203	52	detected	detect	VERB
ap-9969	203	53	object	object	NOUN
ap-9969	203	54	footprint	footprint	NOUN
ap-9969	203	55	,	,	PUNCT
ap-9969	203	56	and	and	CCONJ
ap-9969	203	57	the	the	DET
ap-9969	203	58	mask	mask	NOUN
ap-9969	203	59	image	image	NOUN
ap-9969	203	60	,	,	PUNCT
ap-9969	203	61	as	as	SCONJ
ap-9969	203	62	shown	show	VERB
ap-9969	203	63	in	in	ADP
ap-9969	203	64	figure	figure	NOUN
ap-9969	203	65	7	7	NUM
ap-9969	203	66	.	.	PUNCT
ap-9969	204	1	the	the	DET
ap-9969	204	2	whole	whole	ADJ
ap-9969	204	3	list	list	NOUN
ap-9969	204	4	is	be	AUX
ap-9969	204	5	also	also	ADV
ap-9969	204	6	directly	directly	ADV
ap-9969	204	7	downloadable	downloadable	ADJ
ap-9969	204	8	in	in	ADP
ap-9969	204	9	a	a	DET
ap-9969	204	10	tabular	tabular	ADJ
ap-9969	204	11	format	format	NOUN
ap-9969	204	12	.	.	PUNCT
ap-9969	205	1	4.2	4.2	NUM
ap-9969	205	2	.	.	PUNCT
ap-9969	206	1	image	image	NOUN
ap-9969	206	2	subtraction	subtraction	NOUN
ap-9969	206	3	image	image	NOUN
ap-9969	206	4	differencing	differencing	NOUN
ap-9969	206	5	,	,	PUNCT
ap-9969	206	6	or	or	CCONJ
ap-9969	206	7	reference	reference	NOUN
ap-9969	206	8	image	image	NOUN
ap-9969	206	9	subtraction	subtraction	NOUN
ap-9969	206	10	,	,	PUNCT
ap-9969	206	11	is	be	AUX
ap-9969	206	12	a	a	DET
ap-9969	206	13	now	now	ADV
ap-9969	206	14	de	de	X
ap-9969	206	15	facto	facto	X
ap-9969	206	16	standard	standard	ADJ
ap-9969	206	17	way	way	NOUN
ap-9969	206	18	of	of	ADP
ap-9969	206	19	detecting	detect	VERB
ap-9969	206	20	transients	transient	NOUN
ap-9969	206	21	in	in	ADP
ap-9969	206	22	astronomical	astronomical	ADJ
ap-9969	206	23	images	image	NOUN
ap-9969	206	24	.	.	PUNCT
ap-9969	207	1	there	there	PRON
ap-9969	207	2	are	be	VERB
ap-9969	207	3	two	two	NUM
ap-9969	207	4	primary	primary	ADJ
ap-9969	207	5	approaches	approach	NOUN
ap-9969	207	6	for	for	ADP
ap-9969	207	7	that	that	PRON
ap-9969	207	8	being	be	AUX
ap-9969	207	9	used	use	VERB
ap-9969	207	10	in	in	ADP
ap-9969	207	11	modern	modern	ADJ
ap-9969	207	12	large	large	ADJ
ap-9969	207	13	scale	scale	NOUN
ap-9969	207	14	sky	sky	NOUN
ap-9969	207	15	surveys	survey	NOUN
ap-9969	207	16	and	and	CCONJ
ap-9969	207	17	their	their	PRON
ap-9969	207	18	pipelines	pipeline	NOUN
ap-9969	207	19	–	–	PUNCT
ap-9969	207	20	the	the	DET
ap-9969	207	21	one	one	NOUN
ap-9969	207	22	based	base	VERB
ap-9969	207	23	on	on	ADP
ap-9969	207	24	the	the	DET
ap-9969	207	25	determination	determination	NOUN
ap-9969	207	26	of	of	ADP
ap-9969	207	27	an	an	DET
ap-9969	207	28	optimal	optimal	ADJ
ap-9969	207	29	convolution	convolution	NOUN
ap-9969	207	30	kernel	kernel	NOUN
ap-9969	207	31	that	that	PRON
ap-9969	207	32	matches	match	VERB
ap-9969	207	33	the	the	DET
ap-9969	207	34	psf	psf	NOUN
ap-9969	207	35	of	of	ADP
ap-9969	207	36	one	one	NUM
ap-9969	207	37	image	image	NOUN
ap-9969	207	38	with	with	ADP
ap-9969	207	39	the	the	DET
ap-9969	207	40	other	other	ADJ
ap-9969	207	41	directly	directly	ADV
ap-9969	207	42	in	in	ADP
ap-9969	207	43	pixel	pixel	PROPN
ap-9969	207	44	space	space	NOUN
ap-9969	208	1	[	[	X
ap-9969	208	2	49	49	NUM
ap-9969	208	3	]	]	PUNCT
ap-9969	208	4	(	(	PUNCT
ap-9969	208	5	often	often	ADV
ap-9969	208	6	called	call	VERB
ap-9969	208	7	alard	alard	ADJ
ap-9969	208	8	-	-	PUNCT
ap-9969	208	9	lupton	lupton	PROPN
ap-9969	208	10	method	method	NOUN
ap-9969	208	11	)	)	PUNCT
ap-9969	208	12	,	,	PUNCT
ap-9969	208	13	and	and	CCONJ
ap-9969	208	14	the	the	DET
ap-9969	208	15	one	one	NOUN
ap-9969	208	16	that	that	PRON
ap-9969	208	17	,	,	PUNCT
ap-9969	208	18	instead	instead	ADV
ap-9969	208	19	,	,	PUNCT
ap-9969	208	20	derives	derive	VERB
ap-9969	208	21	the	the	DET
ap-9969	208	22	optimal	optimal	ADJ
ap-9969	208	23	point	point	NOUN
ap-9969	208	24	source	source	NOUN
ap-9969	208	25	detection	detection	NOUN
ap-9969	208	26	statistics	statistic	NOUN
ap-9969	209	1	[	[	X
ap-9969	209	2	50	50	NUM
ap-9969	209	3	]	]	PUNCT
ap-9969	209	4	(	(	PUNCT
ap-9969	209	5	zackayofek	zackayofek	PROPN
ap-9969	209	6	-	-	ADJ
ap-9969	209	7	gal	gal	NOUN
ap-9969	209	8	-	-	PUNCT
ap-9969	209	9	yam	yam	NOUN
ap-9969	209	10	,	,	PUNCT
ap-9969	209	11	or	or	CCONJ
ap-9969	209	12	zogy	zogy	NOUN
ap-9969	209	13	,	,	PUNCT
ap-9969	209	14	method	method	NOUN
ap-9969	209	15	)	)	PUNCT
ap-9969	209	16	.	.	PUNCT
ap-9969	210	1	in	in	ADP
ap-9969	210	2	stdweb	stdweb	ADJ
ap-9969	210	3	,	,	PUNCT
ap-9969	210	4	we	we	PRON
ap-9969	210	5	support	support	VERB
ap-9969	210	6	both	both	PRON
ap-9969	210	7	of	of	ADP
ap-9969	210	8	these	these	DET
ap-9969	210	9	methods	method	NOUN
ap-9969	210	10	,	,	PUNCT
ap-9969	210	11	with	with	ADP
ap-9969	210	12	the	the	DET
ap-9969	210	13	primary	primary	ADJ
ap-9969	210	14	one	one	NOUN
ap-9969	210	15	being	be	AUX
ap-9969	210	16	the	the	DET
ap-9969	210	17	former	former	ADJ
ap-9969	210	18	,	,	PUNCT
ap-9969	210	19	as	as	SCONJ
ap-9969	210	20	implemented	implement	VERB
ap-9969	210	21	in	in	ADP
ap-9969	210	22	the	the	DET
ap-9969	210	23	publicly	publicly	ADV
ap-9969	210	24	available	available	ADJ
ap-9969	210	25	hotpants	hotpant	NOUN
ap-9969	210	26	[	[	X
ap-9969	210	27	25	25	NUM
ap-9969	210	28	]	]	X
ap-9969	210	29	code	code	NOUN
ap-9969	210	30	,	,	PUNCT
ap-9969	210	31	due	due	ADP
ap-9969	210	32	to	to	ADP
ap-9969	210	33	its	its	PRON
ap-9969	210	34	ability	ability	NOUN
ap-9969	210	35	to	to	PART
ap-9969	210	36	work	work	VERB
ap-9969	210	37	without	without	ADP
ap-9969	210	38	prior	prior	ADJ
ap-9969	210	39	knowledge	knowledge	NOUN
ap-9969	210	40	of	of	ADP
ap-9969	210	41	exact	exact	ADJ
ap-9969	210	42	psfs	psfs	ADJ
ap-9969	210	43	and	and	CCONJ
ap-9969	210	44	relative	relative	ADJ
ap-9969	210	45	flux	flux	NOUN
ap-9969	210	46	scale	scale	NOUN
ap-9969	210	47	of	of	ADP
ap-9969	210	48	the	the	DET
ap-9969	210	49	images	image	NOUN
ap-9969	210	50	.	.	PUNCT
ap-9969	211	1	image	image	NOUN
ap-9969	211	2	subtraction	subtraction	NOUN
ap-9969	211	3	requires	require	VERB
ap-9969	211	4	a	a	DET
ap-9969	211	5	reference	reference	NOUN
ap-9969	211	6	,	,	PUNCT
ap-9969	211	7	or	or	CCONJ
ap-9969	211	8	template	template	NOUN
ap-9969	211	9	,	,	PUNCT
ap-9969	211	10	image	image	NOUN
ap-9969	211	11	with	with	ADP
ap-9969	211	12	comparable	comparable	ADJ
ap-9969	211	13	or	or	CCONJ
ap-9969	211	14	preferably	preferably	ADV
ap-9969	211	15	better	well	ADJ
ap-9969	211	16	detection	detection	NOUN
ap-9969	211	17	limit	limit	NOUN
ap-9969	211	18	.	.	PUNCT
ap-9969	212	1	modern	modern	ADJ
ap-9969	212	2	large	large	ADJ
ap-9969	212	3	-	-	PUNCT
ap-9969	212	4	scale	scale	NOUN
ap-9969	212	5	sky	sky	NOUN
ap-9969	212	6	survey	survey	NOUN
ap-9969	212	7	experiments	experiment	NOUN
ap-9969	212	8	produce	produce	VERB
ap-9969	212	9	such	such	ADJ
ap-9969	212	10	templates	template	NOUN
ap-9969	212	11	as	as	ADP
ap-9969	212	12	part	part	NOUN
ap-9969	212	13	of	of	ADP
ap-9969	212	14	their	their	PRON
ap-9969	212	15	routine	routine	ADJ
ap-9969	212	16	observations	observation	NOUN
ap-9969	212	17	,	,	PUNCT
ap-9969	212	18	by	by	ADP
ap-9969	212	19	stacking	stack	VERB
ap-9969	212	20	series	series	NOUN
ap-9969	212	21	of	of	ADP
ap-9969	212	22	historical	historical	ADJ
ap-9969	212	23	images	image	NOUN
ap-9969	212	24	covering	cover	VERB
ap-9969	212	25	the	the	DET
ap-9969	212	26	same	same	ADJ
ap-9969	212	27	sky	sky	NOUN
ap-9969	212	28	position	position	NOUN
ap-9969	212	29	,	,	PUNCT
ap-9969	212	30	but	but	CCONJ
ap-9969	212	31	for	for	ADP
ap-9969	212	32	smaller	small	ADJ
ap-9969	212	33	telescopes	telescope	NOUN
ap-9969	212	34	that	that	PRON
ap-9969	212	35	perform	perform	VERB
ap-9969	212	36	just	just	ADV
ap-9969	212	37	occasional	occasional	ADJ
ap-9969	212	38	follow	follow	VERB
ap-9969	212	39	-	-	PUNCT
ap-9969	212	40	up	up	ADP
ap-9969	212	41	observations	observation	NOUN
ap-9969	212	42	,	,	PUNCT
ap-9969	212	43	this	this	DET
ap-9969	212	44	approach	approach	NOUN
ap-9969	212	45	is	be	AUX
ap-9969	212	46	not	not	PART
ap-9969	212	47	available	available	ADJ
ap-9969	212	48	.	.	PUNCT
ap-9969	213	1	therefore	therefore	ADV
ap-9969	213	2	,	,	PUNCT
ap-9969	213	3	the	the	DET
ap-9969	213	4	transient	transient	ADJ
ap-9969	213	5	detection	detection	NOUN
ap-9969	213	6	on	on	ADP
ap-9969	213	7	such	such	ADJ
ap-9969	213	8	images	image	NOUN
ap-9969	213	9	requires	require	VERB
ap-9969	213	10	either	either	CCONJ
ap-9969	213	11	acquiring	acquire	VERB
ap-9969	213	12	the	the	DET
ap-9969	213	13	reference	reference	NOUN
ap-9969	213	14	image	image	NOUN
ap-9969	213	15	by	by	ADP
ap-9969	213	16	observing	observe	VERB
ap-9969	213	17	the	the	DET
ap-9969	213	18	same	same	ADJ
ap-9969	213	19	location	location	NOUN
ap-9969	213	20	after	after	SCONJ
ap-9969	213	21	the	the	DET
ap-9969	213	22	transient	transient	NOUN
ap-9969	213	23	faded	fade	VERB
ap-9969	213	24	down	down	ADP
ap-9969	213	25	,	,	PUNCT
ap-9969	213	26	which	which	PRON
ap-9969	213	27	is	be	AUX
ap-9969	213	28	impractical	impractical	ADJ
ap-9969	213	29	in	in	ADP
ap-9969	213	30	most	most	ADJ
ap-9969	213	31	cases	case	NOUN
ap-9969	213	32	,	,	PUNCT
ap-9969	213	33	or	or	CCONJ
ap-9969	213	34	falling	fall	VERB
ap-9969	213	35	back	back	ADV
ap-9969	213	36	to	to	ADP
ap-9969	213	37	publicly	publicly	ADV
ap-9969	213	38	available	available	ADJ
ap-9969	213	39	archival	archival	NOUN
ap-9969	213	40	images	image	NOUN
ap-9969	213	41	from	from	ADP
ap-9969	213	42	some	some	PRON
ap-9969	213	43	of	of	ADP
ap-9969	213	44	the	the	DET
ap-9969	213	45	large	large	ADJ
ap-9969	213	46	scale	scale	NOUN
ap-9969	213	47	sky	sky	NOUN
ap-9969	213	48	surveys	survey	NOUN
ap-9969	213	49	that	that	SCONJ
ap-9969	213	50	58	58	NUM
ap-9969	213	51	vol	vol	NOUN
ap-9969	213	52	.	.	PUNCT
ap-9969	214	1	65	65	NUM
ap-9969	214	2	no	no	INTJ
ap-9969	214	3	.	.	PUNCT
ap-9969	215	1	1/2025	1/2025	NUM
ap-9969	215	2	simple	simple	ADJ
ap-9969	215	3	transient	transient	NOUN
ap-9969	215	4	detection	detection	NOUN
ap-9969	215	5	for	for	ADP
ap-9969	215	6	the	the	DET
ap-9969	215	7	web	web	NOUN
ap-9969	215	8	(	(	PUNCT
ap-9969	215	9	a	a	NOUN
ap-9969	215	10	)	)	PUNCT
ap-9969	215	11	.	.	PUNCT
ap-9969	216	1	original	original	ADJ
ap-9969	216	2	image	image	NOUN
ap-9969	216	3	.	.	PUNCT
ap-9969	217	1	(	(	PUNCT
ap-9969	217	2	b	b	NOUN
ap-9969	217	3	)	)	PUNCT
ap-9969	217	4	.	.	PUNCT
ap-9969	218	1	atlas	atlas	PROPN
ap-9969	218	2	image	image	PROPN
ap-9969	218	3	.	.	PUNCT
ap-9969	219	1	(	(	PUNCT
ap-9969	219	2	c	c	NOUN
ap-9969	219	3	)	)	PUNCT
ap-9969	219	4	.	.	PUNCT
ap-9969	220	1	detection	detection	NOUN
ap-9969	220	2	footprint	footprint	NOUN
ap-9969	220	3	.	.	PUNCT
ap-9969	221	1	(	(	PUNCT
ap-9969	221	2	d	d	NOUN
ap-9969	221	3	)	)	PUNCT
ap-9969	221	4	.	.	PUNCT
ap-9969	222	1	mask	mask	NOUN
ap-9969	222	2	image	image	NOUN
ap-9969	222	3	.	.	PUNCT
ap-9969	223	1	figure	figure	NOUN
ap-9969	223	2	7	7	NUM
ap-9969	223	3	.	.	PUNCT
ap-9969	224	1	diagnostic	diagnostic	ADJ
ap-9969	224	2	plot	plot	NOUN
ap-9969	224	3	for	for	ADP
ap-9969	224	4	the	the	DET
ap-9969	224	5	candidate	candidate	NOUN
ap-9969	224	6	selected	select	VERB
ap-9969	224	7	by	by	ADP
ap-9969	224	8	the	the	DET
ap-9969	224	9	simple	simple	ADJ
ap-9969	224	10	transient	transient	ADJ
ap-9969	224	11	detection	detection	NOUN
ap-9969	224	12	routine	routine	NOUN
ap-9969	224	13	,	,	PUNCT
ap-9969	224	14	containing	contain	VERB
ap-9969	224	15	four	four	NUM
ap-9969	224	16	cutouts	cutout	NOUN
ap-9969	224	17	centred	centre	VERB
ap-9969	224	18	on	on	ADP
ap-9969	224	19	its	its	PRON
ap-9969	224	20	position	position	NOUN
ap-9969	224	21	–	–	PUNCT
ap-9969	224	22	the	the	DET
ap-9969	224	23	original	original	ADJ
ap-9969	224	24	image	image	NOUN
ap-9969	224	25	,	,	PUNCT
ap-9969	224	26	atlas	atlas	PROPN
ap-9969	224	27	image	image	PROPN
ap-9969	224	28	for	for	ADP
ap-9969	224	29	visual	visual	ADJ
ap-9969	224	30	comparison	comparison	NOUN
ap-9969	224	31	(	(	PUNCT
ap-9969	224	32	either	either	CCONJ
ap-9969	224	33	pan	pan	PROPN
ap-9969	224	34	-	-	ADJ
ap-9969	224	35	starrs	starrs	ADJ
ap-9969	224	36	or	or	CCONJ
ap-9969	224	37	skymapper	skymapper	NOUN
ap-9969	224	38	images	image	NOUN
ap-9969	224	39	from	from	ADP
ap-9969	224	40	the	the	DET
ap-9969	224	41	hips2fits	hips2fit	NOUN
ap-9969	224	42	[	[	X
ap-9969	224	43	46	46	NUM
ap-9969	224	44	]	]	X
ap-9969	224	45	service	service	NOUN
ap-9969	224	46	are	be	AUX
ap-9969	224	47	used	use	VERB
ap-9969	224	48	,	,	PUNCT
ap-9969	224	49	depending	depend	VERB
ap-9969	224	50	on	on	ADP
ap-9969	224	51	the	the	DET
ap-9969	224	52	hemisphere	hemisphere	NOUN
ap-9969	224	53	)	)	PUNCT
ap-9969	224	54	,	,	PUNCT
ap-9969	224	55	the	the	DET
ap-9969	224	56	detection	detection	NOUN
ap-9969	224	57	footprint	footprint	VERB
ap-9969	224	58	from	from	ADP
ap-9969	224	59	the	the	DET
ap-9969	224	60	sextractor	sextractor	NOUN
ap-9969	224	61	segmentation	segmentation	NOUN
ap-9969	224	62	map	map	NOUN
ap-9969	224	63	,	,	PUNCT
ap-9969	224	64	and	and	CCONJ
ap-9969	224	65	mask	mask	VERB
ap-9969	224	66	image	image	NOUN
ap-9969	224	67	that	that	PRON
ap-9969	224	68	marks	mark	VERB
ap-9969	224	69	the	the	DET
ap-9969	224	70	positions	position	NOUN
ap-9969	224	71	of	of	ADP
ap-9969	224	72	masked	mask	VERB
ap-9969	224	73	pixels	pixel	NOUN
ap-9969	224	74	.	.	PUNCT
ap-9969	225	1	reticle	reticle	NOUN
ap-9969	225	2	(	(	PUNCT
ap-9969	225	3	red	red	PROPN
ap-9969	225	4	circle	circle	PROPN
ap-9969	225	5	)	)	PUNCT
ap-9969	225	6	marks	mark	VERB
ap-9969	225	7	the	the	DET
ap-9969	225	8	position	position	NOUN
ap-9969	225	9	of	of	ADP
ap-9969	225	10	the	the	DET
ap-9969	225	11	target	target	NOUN
ap-9969	225	12	in	in	ADP
ap-9969	225	13	all	all	DET
ap-9969	225	14	panels	panel	NOUN
ap-9969	225	15	.	.	PUNCT
ap-9969	226	1	the	the	DET
ap-9969	226	2	title	title	NOUN
ap-9969	226	3	summarises	summarise	VERB
ap-9969	226	4	the	the	DET
ap-9969	226	5	relevant	relevant	ADJ
ap-9969	226	6	information	information	NOUN
ap-9969	226	7	,	,	PUNCT
ap-9969	226	8	such	such	ADJ
ap-9969	226	9	as	as	ADP
ap-9969	226	10	calibrated	calibrate	VERB
ap-9969	226	11	magnitude	magnitude	NOUN
ap-9969	226	12	of	of	ADP
ap-9969	226	13	the	the	DET
ap-9969	226	14	source	source	NOUN
ap-9969	226	15	,	,	PUNCT
ap-9969	226	16	effective	effective	ADJ
ap-9969	226	17	passband	passband	NOUN
ap-9969	226	18	,	,	PUNCT
ap-9969	226	19	local	local	ADJ
ap-9969	226	20	detection	detection	NOUN
ap-9969	226	21	limit	limit	NOUN
ap-9969	226	22	,	,	PUNCT
ap-9969	226	23	and	and	CCONJ
ap-9969	226	24	timestamp	timestamp	NOUN
ap-9969	226	25	.	.	PUNCT
ap-9969	227	1	in	in	ADP
ap-9969	227	2	this	this	DET
ap-9969	227	3	example	example	NOUN
ap-9969	227	4	,	,	PUNCT
ap-9969	227	5	the	the	DET
ap-9969	227	6	code	code	NOUN
ap-9969	227	7	properly	properly	ADV
ap-9969	227	8	detects	detect	VERB
ap-9969	227	9	the	the	DET
ap-9969	227	10	transient	transient	NOUN
ap-9969	227	11	,	,	PUNCT
ap-9969	227	12	but	but	CCONJ
ap-9969	227	13	due	due	ADP
ap-9969	227	14	to	to	ADP
ap-9969	227	15	it	it	PRON
ap-9969	227	16	being	be	AUX
ap-9969	227	17	superimposed	superimpose	VERB
ap-9969	227	18	on	on	ADP
ap-9969	227	19	top	top	NOUN
ap-9969	227	20	of	of	ADP
ap-9969	227	21	the	the	DET
ap-9969	227	22	extended	extended	ADJ
ap-9969	227	23	galaxy	galaxy	NOUN
ap-9969	227	24	,	,	PUNCT
ap-9969	227	25	the	the	DET
ap-9969	227	26	candidate	candidate	NOUN
ap-9969	227	27	centroid	centroid	NOUN
ap-9969	227	28	position	position	NOUN
ap-9969	227	29	is	be	AUX
ap-9969	227	30	biased	bias	VERB
ap-9969	227	31	,	,	PUNCT
ap-9969	227	32	and	and	CCONJ
ap-9969	227	33	the	the	DET
ap-9969	227	34	isophotal	isophotal	ADJ
ap-9969	227	35	footprint	footprint	NOUN
ap-9969	227	36	includes	include	VERB
ap-9969	227	37	the	the	DET
ap-9969	227	38	flux	flux	NOUN
ap-9969	227	39	from	from	ADP
ap-9969	227	40	the	the	DET
ap-9969	227	41	galaxy	galaxy	NOUN
ap-9969	227	42	itself	itself	PRON
ap-9969	227	43	,	,	PUNCT
ap-9969	227	44	thus	thus	ADV
ap-9969	227	45	affecting	affect	VERB
ap-9969	227	46	the	the	DET
ap-9969	227	47	object	object	NOUN
ap-9969	227	48	’s	’s	PART
ap-9969	227	49	shape	shape	NOUN
ap-9969	227	50	parameters	parameter	NOUN
ap-9969	227	51	that	that	PRON
ap-9969	227	52	may	may	AUX
ap-9969	227	53	lead	lead	VERB
ap-9969	227	54	to	to	ADP
ap-9969	227	55	it	it	PRON
ap-9969	227	56	being	be	AUX
ap-9969	227	57	rejected	reject	VERB
ap-9969	227	58	by	by	ADP
ap-9969	227	59	the	the	DET
ap-9969	227	60	shape	shape	NOUN
ap-9969	227	61	-	-	PUNCT
ap-9969	227	62	based	base	VERB
ap-9969	227	63	classifier	classifier	NOUN
ap-9969	227	64	,	,	PUNCT
ap-9969	227	65	as	as	SCONJ
ap-9969	227	66	described	describe	VERB
ap-9969	227	67	in	in	ADP
ap-9969	227	68	section	section	NOUN
ap-9969	227	69	3.2	3.2	NUM
ap-9969	227	70	.	.	PUNCT
ap-9969	228	1	produced	produce	VERB
ap-9969	228	2	sky	sky	NOUN
ap-9969	228	3	atlases	atlas	NOUN
ap-9969	228	4	,	,	PUNCT
ap-9969	228	5	such	such	ADJ
ap-9969	228	6	as	as	ADP
ap-9969	228	7	the	the	DET
ap-9969	228	8	pan	pan	NOUN
ap-9969	228	9	-	-	ADJ
ap-9969	228	10	starrs	starrs	PROPN
ap-9969	228	11	3pi	3pi	PROPN
ap-9969	228	12	survey	survey	NOUN
ap-9969	228	13	[	[	X
ap-9969	228	14	39	39	NUM
ap-9969	228	15	]	]	PUNCT
ap-9969	228	16	,	,	PUNCT
ap-9969	228	17	or	or	CCONJ
ap-9969	228	18	desi	desi	NOUN
ap-9969	228	19	legacy	legacy	NOUN
ap-9969	228	20	surveys	survey	NOUN
ap-9969	228	21	[	[	X
ap-9969	228	22	51	51	NUM
ap-9969	228	23	]	]	PUNCT
ap-9969	228	24	,	,	PUNCT
ap-9969	228	25	with	with	ADP
ap-9969	228	26	obvious	obvious	ADJ
ap-9969	228	27	limitations	limitation	NOUN
ap-9969	228	28	being	be	AUX
ap-9969	228	29	different	different	ADJ
ap-9969	228	30	epochs	epoch	NOUN
ap-9969	228	31	of	of	ADP
ap-9969	228	32	observations	observation	NOUN
ap-9969	228	33	,	,	PUNCT
ap-9969	228	34	different	different	ADJ
ap-9969	228	35	passbands	passband	NOUN
ap-9969	228	36	,	,	PUNCT
ap-9969	228	37	and	and	CCONJ
ap-9969	228	38	sometimes	sometimes	ADV
ap-9969	228	39	non	non	ADJ
ap-9969	228	40	-	-	ADJ
ap-9969	228	41	trivial	trivial	ADJ
ap-9969	228	42	imaging	imaging	NOUN
ap-9969	228	43	artefacts	artefact	NOUN
ap-9969	228	44	in	in	ADP
ap-9969	228	45	these	these	DET
ap-9969	228	46	data	datum	NOUN
ap-9969	228	47	.	.	PUNCT
ap-9969	229	1	stdweb	stdweb	ADJ
ap-9969	229	2	implements	implement	NOUN
ap-9969	229	3	acquiring	acquire	VERB
ap-9969	229	4	template	template	NOUN
ap-9969	229	5	images	image	NOUN
ap-9969	229	6	from	from	ADP
ap-9969	229	7	both	both	PRON
ap-9969	229	8	of	of	ADP
ap-9969	229	9	these	these	DET
ap-9969	229	10	data	datum	NOUN
ap-9969	229	11	sources	source	NOUN
ap-9969	229	12	,	,	PUNCT
ap-9969	229	13	automatically	automatically	ADV
ap-9969	229	14	performing	perform	VERB
ap-9969	229	15	their	their	PRON
ap-9969	229	16	re	re	NOUN
ap-9969	229	17	-	-	NOUN
ap-9969	229	18	projection	projection	NOUN
ap-9969	229	19	and	and	CCONJ
ap-9969	229	20	mosaicking	mosaicking	NOUN
ap-9969	229	21	,	,	PUNCT
ap-9969	229	22	as	as	ADV
ap-9969	229	23	well	well	ADV
ap-9969	229	24	as	as	ADP
ap-9969	229	25	handling	handle	VERB
ap-9969	229	26	some	some	DET
ap-9969	229	27	quirks	quirk	NOUN
ap-9969	229	28	of	of	ADP
ap-9969	229	29	their	their	PRON
ap-9969	229	30	data	data	NOUN
ap-9969	229	31	formats	format	NOUN
ap-9969	229	32	(	(	PUNCT
ap-9969	229	33	such	such	ADJ
ap-9969	229	34	as	as	ADP
ap-9969	229	35	non	non	ADJ
ap-9969	229	36	-	-	ADJ
ap-9969	229	37	linear	linear	ADJ
ap-9969	229	38	scaling	scaling	NOUN
ap-9969	229	39	of	of	ADP
ap-9969	229	40	panstarrs	panstarrs	NOUN
ap-9969	229	41	images	image	NOUN
ap-9969	229	42	)	)	PUNCT
ap-9969	229	43	and	and	CCONJ
ap-9969	229	44	producing	produce	VERB
ap-9969	229	45	the	the	DET
ap-9969	229	46	corresponding	corresponding	ADJ
ap-9969	229	47	masks	mask	NOUN
ap-9969	229	48	.	.	PUNCT
ap-9969	230	1	however	however	ADV
ap-9969	230	2	,	,	PUNCT
ap-9969	230	3	as	as	SCONJ
ap-9969	230	4	neither	neither	PRON
ap-9969	230	5	of	of	ADP
ap-9969	230	6	these	these	DET
ap-9969	230	7	two	two	NUM
ap-9969	230	8	surveys	survey	NOUN
ap-9969	230	9	cover	cover	VERB
ap-9969	230	10	the	the	DET
ap-9969	230	11	whole	whole	ADJ
ap-9969	230	12	southern	southern	ADJ
ap-9969	230	13	sky	sky	NOUN
ap-9969	230	14	,	,	PUNCT
ap-9969	230	15	as	as	ADP
ap-9969	230	16	an	an	DET
ap-9969	230	17	optimistic	optimistic	ADJ
ap-9969	230	18	fallback	fallback	NOUN
ap-9969	230	19	data	datum	NOUN
ap-9969	230	20	source	source	NOUN
ap-9969	230	21	,	,	PUNCT
ap-9969	230	22	stdweb	stdweb	PROPN
ap-9969	230	23	also	also	ADV
ap-9969	230	24	supports	support	VERB
ap-9969	230	25	getting	get	VERB
ap-9969	230	26	the	the	DET
ap-9969	230	27	data	datum	NOUN
ap-9969	230	28	from	from	ADP
ap-9969	230	29	several	several	ADJ
ap-9969	230	30	surveys	survey	NOUN
ap-9969	230	31	like	like	ADP
ap-9969	230	32	dark	dark	ADJ
ap-9969	230	33	energy	energy	NOUN
ap-9969	230	34	survey	survey	NOUN
ap-9969	230	35	,	,	PUNCT
ap-9969	230	36	skymapper	skymapper	NOUN
ap-9969	230	37	or	or	CCONJ
ap-9969	230	38	ztf	ztf	PROPN
ap-9969	230	39	,	,	PUNCT
ap-9969	230	40	available	available	ADJ
ap-9969	230	41	through	through	ADP
ap-9969	230	42	the	the	DET
ap-9969	230	43	hips2fits	hips2fit	NOUN
ap-9969	231	1	[	[	X
ap-9969	231	2	46	46	NUM
ap-9969	231	3	]	]	PUNCT
ap-9969	231	4	service	service	NOUN
ap-9969	231	5	,	,	PUNCT
ap-9969	231	6	the	the	DET
ap-9969	231	7	same	same	ADJ
ap-9969	231	8	that	that	PRON
ap-9969	231	9	powers	power	NOUN
ap-9969	231	10	e.g.	e.g.	ADV
ap-9969	231	11	aladin	aladin	NOUN
ap-9969	231	12	sky	sky	NOUN
ap-9969	231	13	atlas	atlas	PROPN
ap-9969	232	1	[	[	X
ap-9969	232	2	52	52	NUM
ap-9969	232	3	]	]	PUNCT
ap-9969	232	4	.	.	PUNCT
ap-9969	233	1	the	the	DET
ap-9969	233	2	service	service	NOUN
ap-9969	233	3	conveniently	conveniently	ADV
ap-9969	233	4	allows	allow	VERB
ap-9969	233	5	getting	get	VERB
ap-9969	233	6	fits	fit	VERB
ap-9969	233	7	images	image	NOUN
ap-9969	233	8	already	already	ADV
ap-9969	233	9	projected	project	VERB
ap-9969	233	10	onto	onto	ADP
ap-9969	233	11	the	the	DET
ap-9969	233	12	requested	request	VERB
ap-9969	233	13	wcs	wcs	PROPN
ap-9969	233	14	pixel	pixel	PROPN
ap-9969	233	15	grid	grid	PROPN
ap-9969	233	16	,	,	PUNCT
ap-9969	233	17	but	but	CCONJ
ap-9969	233	18	lacks	lack	VERB
ap-9969	233	19	any	any	DET
ap-9969	233	20	means	mean	NOUN
ap-9969	233	21	of	of	ADP
ap-9969	233	22	acquiring	acquire	VERB
ap-9969	233	23	corresponding	corresponding	ADJ
ap-9969	233	24	mask	mask	NOUN
ap-9969	233	25	information	information	NOUN
ap-9969	233	26	,	,	PUNCT
ap-9969	233	27	thus	thus	ADV
ap-9969	233	28	limiting	limit	VERB
ap-9969	233	29	the	the	DET
ap-9969	233	30	usability	usability	NOUN
ap-9969	233	31	of	of	ADP
ap-9969	233	32	this	this	DET
ap-9969	233	33	approach	approach	NOUN
ap-9969	233	34	.	.	PUNCT
ap-9969	234	1	also	also	ADV
ap-9969	234	2	,	,	PUNCT
ap-9969	234	3	stdweb	stdweb	PROPN
ap-9969	234	4	allows	allow	VERB
ap-9969	234	5	the	the	DET
ap-9969	234	6	user	user	NOUN
ap-9969	234	7	to	to	PART
ap-9969	234	8	directly	directly	ADV
ap-9969	234	9	upload	upload	VERB
ap-9969	234	10	a	a	DET
ap-9969	234	11	custom	custom	NOUN
ap-9969	234	12	template	template	NOUN
ap-9969	234	13	image	image	NOUN
ap-9969	234	14	as	as	ADP
ap-9969	234	15	a	a	DET
ap-9969	234	16	separate	separate	ADJ
ap-9969	234	17	fits	fit	NOUN
ap-9969	234	18	file	file	NOUN
ap-9969	234	19	that	that	PRON
ap-9969	234	20	is	be	AUX
ap-9969	234	21	automatically	automatically	ADV
ap-9969	234	22	aligned	align	VERB
ap-9969	234	23	with	with	ADP
ap-9969	234	24	original	original	ADJ
ap-9969	234	25	image	image	NOUN
ap-9969	234	26	for	for	ADP
ap-9969	234	27	the	the	DET
ap-9969	234	28	subtraction	subtraction	NOUN
ap-9969	234	29	.	.	PUNCT
ap-9969	235	1	upon	upon	SCONJ
ap-9969	235	2	acquisition	acquisition	NOUN
ap-9969	235	3	and	and	CCONJ
ap-9969	235	4	re	re	NOUN
ap-9969	235	5	-	-	NOUN
ap-9969	235	6	projection	projection	NOUN
ap-9969	235	7	of	of	ADP
ap-9969	235	8	the	the	DET
ap-9969	235	9	template	template	NOUN
ap-9969	235	10	image	image	NOUN
ap-9969	235	11	,	,	PUNCT
ap-9969	235	12	the	the	DET
ap-9969	235	13	code	code	NOUN
ap-9969	235	14	tries	try	VERB
ap-9969	235	15	to	to	PART
ap-9969	235	16	automatically	automatically	ADV
ap-9969	235	17	select	select	VERB
ap-9969	235	18	the	the	DET
ap-9969	235	19	best	good	ADJ
ap-9969	235	20	set	set	NOUN
ap-9969	235	21	of	of	ADP
ap-9969	235	22	parameters	parameter	NOUN
ap-9969	235	23	for	for	ADP
ap-9969	235	24	hotpants	hotpant	NOUN
ap-9969	235	25	based	base	VERB
ap-9969	235	26	on	on	ADP
ap-9969	235	27	the	the	DET
ap-9969	235	28	image	image	NOUN
ap-9969	235	29	fwhm	fwhm	NOUN
ap-9969	235	30	(	(	PUNCT
ap-9969	235	31	it	it	PRON
ap-9969	235	32	is	be	AUX
ap-9969	235	33	estimated	estimate	VERB
ap-9969	235	34	as	as	ADP
ap-9969	235	35	part	part	NOUN
ap-9969	235	36	of	of	ADP
ap-9969	235	37	the	the	DET
ap-9969	235	38	object	object	NOUN
ap-9969	235	39	detection	detection	NOUN
ap-9969	235	40	step	step	NOUN
ap-9969	235	41	,	,	PUNCT
ap-9969	235	42	see	see	VERB
ap-9969	235	43	section	section	NOUN
ap-9969	235	44	3.2	3.2	NUM
ap-9969	235	45	)	)	PUNCT
ap-9969	235	46	,	,	PUNCT
ap-9969	235	47	saturation	saturation	NOUN
ap-9969	235	48	level	level	NOUN
ap-9969	235	49	,	,	PUNCT
ap-9969	235	50	similar	similar	ADJ
ap-9969	235	51	to	to	ADP
ap-9969	235	52	how	how	SCONJ
ap-9969	235	53	it	it	PRON
ap-9969	235	54	is	be	AUX
ap-9969	235	55	done	do	VERB
ap-9969	235	56	in	in	ADP
ap-9969	235	57	[	[	X
ap-9969	235	58	1	1	NUM
ap-9969	235	59	]	]	PUNCT
ap-9969	235	60	.	.	PUNCT
ap-9969	236	1	moreover	moreover	ADV
ap-9969	236	2	,	,	PUNCT
ap-9969	236	3	it	it	PRON
ap-9969	236	4	constructs	construct	VERB
ap-9969	236	5	the	the	DET
ap-9969	236	6	noise	noise	NOUN
ap-9969	236	7	model	model	NOUN
ap-9969	236	8	for	for	ADP
ap-9969	236	9	both	both	CCONJ
ap-9969	236	10	the	the	DET
ap-9969	236	11	image	image	NOUN
ap-9969	236	12	and	and	CCONJ
ap-9969	236	13	the	the	DET
ap-9969	236	14	template	template	NOUN
ap-9969	236	15	by	by	ADP
ap-9969	236	16	combining	combine	VERB
ap-9969	236	17	their	their	PRON
ap-9969	236	18	estimated	estimate	VERB
ap-9969	236	19	background	background	NOUN
ap-9969	236	20	rms	rm	NOUN
ap-9969	236	21	with	with	ADP
ap-9969	236	22	the	the	DET
ap-9969	236	23	corresponding	corresponding	ADJ
ap-9969	236	24	gain	gain	NOUN
ap-9969	236	25	values	value	NOUN
ap-9969	236	26	,	,	PUNCT
ap-9969	236	27	thus	thus	ADV
ap-9969	236	28	allowing	allow	VERB
ap-9969	236	29	the	the	DET
ap-9969	236	30	code	code	NOUN
ap-9969	236	31	to	to	PART
ap-9969	236	32	work	work	VERB
ap-9969	236	33	properly	properly	ADV
ap-9969	236	34	on	on	ADP
ap-9969	236	35	background	background	NOUN
ap-9969	236	36	-	-	PUNCT
ap-9969	236	37	subtracted	subtract	VERB
ap-9969	236	38	images	image	NOUN
ap-9969	236	39	(	(	PUNCT
ap-9969	236	40	and	and	CCONJ
ap-9969	236	41	,	,	PUNCT
ap-9969	236	42	to	to	ADP
ap-9969	236	43	some	some	DET
ap-9969	236	44	extent	extent	NOUN
ap-9969	236	45	,	,	PUNCT
ap-9969	236	46	even	even	ADV
ap-9969	236	47	on	on	ADP
ap-9969	236	48	the	the	DET
ap-9969	236	49	images	image	NOUN
ap-9969	236	50	with	with	ADP
ap-9969	236	51	unknown	unknown	ADJ
ap-9969	236	52	or	or	CCONJ
ap-9969	236	53	incorrect	incorrect	ADJ
ap-9969	236	54	gain	gain	NOUN
ap-9969	236	55	value	value	NOUN
ap-9969	236	56	)	)	PUNCT
ap-9969	236	57	.	.	PUNCT
ap-9969	237	1	it	it	PRON
ap-9969	237	2	uses	use	VERB
ap-9969	237	3	masks	mask	NOUN
ap-9969	237	4	from	from	ADP
ap-9969	237	5	the	the	DET
ap-9969	237	6	image	image	NOUN
ap-9969	237	7	and	and	CCONJ
ap-9969	237	8	the	the	DET
ap-9969	237	9	template	template	NOUN
ap-9969	237	10	to	to	PART
ap-9969	237	11	exclude	exclude	VERB
ap-9969	237	12	bad	bad	ADJ
ap-9969	237	13	image	image	NOUN
ap-9969	237	14	regions	region	NOUN
ap-9969	237	15	from	from	ADP
ap-9969	237	16	the	the	DET
ap-9969	237	17	fitting	fitting	ADJ
ap-9969	237	18	,	,	PUNCT
ap-9969	237	19	and	and	CCONJ
ap-9969	237	20	directly	directly	ADV
ap-9969	237	21	passes	pass	VERB
ap-9969	237	22	to	to	ADP
ap-9969	237	23	the	the	DET
ap-9969	237	24	code	code	NOUN
ap-9969	237	25	the	the	DET
ap-9969	237	26	positions	position	NOUN
ap-9969	237	27	of	of	ADP
ap-9969	237	28	good	good	ADJ
ap-9969	237	29	objects	object	NOUN
ap-9969	237	30	to	to	PART
ap-9969	237	31	be	be	AUX
ap-9969	237	32	used	use	VERB
ap-9969	237	33	for	for	ADP
ap-9969	237	34	selecting	select	VERB
ap-9969	237	35	the	the	DET
ap-9969	237	36	best	good	ADJ
ap-9969	237	37	positions	position	NOUN
ap-9969	237	38	for	for	ADP
ap-9969	237	39	placing	place	VERB
ap-9969	237	40	the	the	DET
ap-9969	237	41	sub	sub	NOUN
ap-9969	237	42	-	-	ADJ
ap-9969	237	43	stamps	stamp	NOUN
ap-9969	237	44	used	use	VERB
ap-9969	237	45	to	to	PART
ap-9969	237	46	derive	derive	VERB
ap-9969	237	47	the	the	DET
ap-9969	237	48	convolution	convolution	NOUN
ap-9969	237	49	kernel	kernel	NOUN
ap-9969	237	50	.	.	PUNCT
ap-9969	238	1	we	we	PRON
ap-9969	238	2	also	also	ADV
ap-9969	238	3	set	set	VERB
ap-9969	238	4	up	up	ADP
ap-9969	238	5	hotpants	hotpant	NOUN
ap-9969	238	6	to	to	PART
ap-9969	238	7	always	always	ADV
ap-9969	238	8	convolve	convolve	VERB
ap-9969	238	9	the	the	DET
ap-9969	238	10	template	template	NOUN
ap-9969	238	11	to	to	PART
ap-9969	238	12	match	match	VERB
ap-9969	238	13	the	the	DET
ap-9969	238	14	image	image	NOUN
ap-9969	238	15	,	,	PUNCT
ap-9969	238	16	even	even	ADV
ap-9969	238	17	if	if	SCONJ
ap-9969	238	18	it	it	PRON
ap-9969	238	19	is	be	AUX
ap-9969	238	20	not	not	PART
ap-9969	238	21	optimal	optimal	ADJ
ap-9969	238	22	,	,	PUNCT
ap-9969	238	23	in	in	ADP
ap-9969	238	24	order	order	NOUN
ap-9969	238	25	to	to	PART
ap-9969	238	26	keep	keep	VERB
ap-9969	238	27	the	the	DET
ap-9969	238	28	same	same	ADJ
ap-9969	238	29	zero	zero	NUM
ap-9969	238	30	point	point	NOUN
ap-9969	238	31	for	for	ADP
ap-9969	238	32	the	the	DET
ap-9969	238	33	aperture	aperture	ADJ
ap-9969	238	34	photometry	photometry	NOUN
ap-9969	238	35	on	on	ADP
ap-9969	238	36	the	the	DET
ap-9969	238	37	difference	difference	NOUN
ap-9969	238	38	image	image	NOUN
ap-9969	238	39	.	.	PUNCT
ap-9969	239	1	however	however	ADV
ap-9969	239	2	,	,	PUNCT
ap-9969	239	3	the	the	DET
ap-9969	239	4	user	user	NOUN
ap-9969	239	5	can	can	AUX
ap-9969	239	6	directly	directly	ADV
ap-9969	239	7	modify	modify	VERB
ap-9969	239	8	all	all	DET
ap-9969	239	9	input	input	NOUN
ap-9969	239	10	parameters	parameter	NOUN
ap-9969	239	11	used	use	VERB
ap-9969	239	12	to	to	PART
ap-9969	239	13	call	call	VERB
ap-9969	239	14	the	the	DET
ap-9969	239	15	code	code	NOUN
ap-9969	239	16	,	,	PUNCT
ap-9969	239	17	and	and	CCONJ
ap-9969	239	18	so	so	ADV
ap-9969	239	19	revert	revert	VERB
ap-9969	239	20	this	this	DET
ap-9969	239	21	behaviour	behaviour	NOUN
ap-9969	239	22	,	,	PUNCT
ap-9969	239	23	as	as	ADV
ap-9969	239	24	well	well	ADV
ap-9969	239	25	as	as	ADP
ap-9969	239	26	adjust	adjust	VERB
ap-9969	239	27	any	any	DET
ap-9969	239	28	other	other	ADJ
ap-9969	239	29	aspect	aspect	NOUN
ap-9969	239	30	of	of	ADP
ap-9969	239	31	the	the	DET
ap-9969	239	32	hotpants	hotpants	PROPN
ap-9969	239	33	operation	operation	NOUN
ap-9969	239	34	.	.	PUNCT
ap-9969	240	1	in	in	ADP
ap-9969	240	2	order	order	NOUN
ap-9969	240	3	to	to	PART
ap-9969	240	4	reduce	reduce	VERB
ap-9969	240	5	the	the	DET
ap-9969	240	6	impact	impact	NOUN
ap-9969	240	7	of	of	ADP
ap-9969	240	8	a	a	DET
ap-9969	240	9	positionallydependent	positionallydependent	NOUN
ap-9969	240	10	psf	psf	NOUN
ap-9969	240	11	shape	shape	NOUN
ap-9969	240	12	or	or	CCONJ
ap-9969	240	13	improper	improper	ADJ
ap-9969	240	14	flat	flat	ADJ
ap-9969	240	15	-	-	PUNCT
ap-9969	240	16	fielding	fielding	NOUN
ap-9969	240	17	,	,	PUNCT
ap-9969	240	18	the	the	DET
ap-9969	240	19	software	software	NOUN
ap-9969	240	20	automatically	automatically	ADV
ap-9969	240	21	splits	split	VERB
ap-9969	240	22	the	the	DET
ap-9969	240	23	image	image	NOUN
ap-9969	240	24	into	into	ADP
ap-9969	240	25	a	a	DET
ap-9969	240	26	set	set	NOUN
ap-9969	240	27	of	of	ADP
ap-9969	240	28	chunks	chunk	NOUN
ap-9969	240	29	of	of	ADP
ap-9969	240	30	approximately	approximately	ADV
ap-9969	240	31	specified	specify	VERB
ap-9969	240	32	size	size	NOUN
ap-9969	240	33	with	with	ADP
ap-9969	240	34	some	some	DET
ap-9969	240	35	overlaps	overlap	NOUN
ap-9969	240	36	to	to	PART
ap-9969	240	37	avoid	avoid	VERB
ap-9969	240	38	any	any	DET
ap-9969	240	39	position	position	NOUN
ap-9969	240	40	inside	inside	ADP
ap-9969	240	41	it	it	PRON
ap-9969	240	42	being	be	AUX
ap-9969	240	43	too	too	ADV
ap-9969	240	44	close	close	ADJ
ap-9969	240	45	to	to	ADP
ap-9969	240	46	the	the	DET
ap-9969	240	47	edge	edge	NOUN
ap-9969	240	48	,	,	PUNCT
ap-9969	240	49	processes	process	VERB
ap-9969	240	50	these	these	DET
ap-9969	240	51	chunks	chunk	NOUN
ap-9969	240	52	separately	separately	ADV
ap-9969	240	53	,	,	PUNCT
ap-9969	240	54	and	and	CCONJ
ap-9969	240	55	then	then	ADV
ap-9969	240	56	combines	combine	VERB
ap-9969	240	57	the	the	DET
ap-9969	240	58	results	result	NOUN
ap-9969	240	59	together	together	ADV
ap-9969	240	60	.	.	PUNCT
ap-9969	241	1	specifically	specifically	ADV
ap-9969	241	2	,	,	PUNCT
ap-9969	241	3	chunk	chunk	ADJ
ap-9969	241	4	processing	processing	NOUN
ap-9969	241	5	includes	include	VERB
ap-9969	241	6	getting	get	VERB
ap-9969	241	7	the	the	DET
ap-9969	241	8	difference	difference	NOUN
ap-9969	241	9	image	image	NOUN
ap-9969	241	10	and	and	CCONJ
ap-9969	241	11	noise	noise	NOUN
ap-9969	241	12	model	model	NOUN
ap-9969	241	13	for	for	ADP
ap-9969	241	14	it	it	PRON
ap-9969	241	15	from	from	ADP
ap-9969	241	16	the	the	DET
ap-9969	241	17	hotpants	hotpant	NOUN
ap-9969	241	18	output	output	NOUN
ap-9969	241	19	,	,	PUNCT
ap-9969	241	20	performing	perform	VERB
ap-9969	241	21	a	a	DET
ap-9969	241	22	noise	noise	NOUN
ap-9969	241	23	-	-	PUNCT
ap-9969	241	24	weighted	weight	VERB
ap-9969	241	25	object	object	NOUN
ap-9969	241	26	detection	detection	NOUN
ap-9969	241	27	in	in	ADP
ap-9969	241	28	the	the	DET
ap-9969	241	29	difference	difference	NOUN
ap-9969	241	30	image	image	NOUN
ap-9969	241	31	using	use	VERB
ap-9969	241	32	sextractor	sextractor	NOUN
ap-9969	241	33	,	,	PUNCT
ap-9969	241	34	applying	apply	VERB
ap-9969	241	35	the	the	DET
ap-9969	241	36	same	same	ADJ
ap-9969	241	37	prefiltering	prefiltering	NOUN
ap-9969	241	38	of	of	ADP
ap-9969	241	39	detections	detection	NOUN
ap-9969	241	40	as	as	SCONJ
ap-9969	241	41	described	describe	VERB
ap-9969	241	42	in	in	ADP
ap-9969	241	43	section	section	NOUN
ap-9969	241	44	3.2	3.2	NUM
ap-9969	241	45	using	use	VERB
ap-9969	241	46	the	the	DET
ap-9969	241	47	classifier	classifier	NOUN
ap-9969	241	48	derived	derive	VERB
ap-9969	241	49	from	from	ADP
ap-9969	241	50	the	the	DET
ap-9969	241	51	original	original	ADJ
ap-9969	241	52	image	image	NOUN
ap-9969	241	53	,	,	PUNCT
ap-9969	241	54	and	and	CCONJ
ap-9969	241	55	performing	perform	VERB
ap-9969	241	56	the	the	DET
ap-9969	241	57	aperture	aperture	ADJ
ap-9969	241	58	photometry	photometry	NOUN
ap-9969	241	59	at	at	ADP
ap-9969	241	60	candidate	candidate	NOUN
ap-9969	241	61	positions	position	NOUN
ap-9969	241	62	using	use	VERB
ap-9969	241	63	the	the	DET
ap-9969	241	64	same	same	ADJ
ap-9969	241	65	aperture	aperture	NOUN
ap-9969	241	66	settings	setting	NOUN
ap-9969	241	67	as	as	SCONJ
ap-9969	241	68	used	use	VERB
ap-9969	241	69	in	in	ADP
ap-9969	241	70	the	the	DET
ap-9969	241	71	original	original	ADJ
ap-9969	241	72	image	image	NOUN
ap-9969	241	73	in	in	ADP
ap-9969	241	74	order	order	NOUN
ap-9969	241	75	to	to	PART
ap-9969	241	76	keep	keep	VERB
ap-9969	241	77	the	the	DET
ap-9969	241	78	same	same	ADJ
ap-9969	241	79	zero	zero	NUM
ap-9969	241	80	point	point	NOUN
ap-9969	241	81	.	.	PUNCT
ap-9969	242	1	this	this	DET
ap-9969	242	2	way	way	NOUN
ap-9969	242	3	,	,	PUNCT
ap-9969	242	4	we	we	PRON
ap-9969	242	5	derive	derive	VERB
ap-9969	242	6	the	the	DET
ap-9969	242	7	list	list	NOUN
ap-9969	242	8	of	of	ADP
ap-9969	242	9	transient	transient	ADJ
ap-9969	242	10	candidates	candidate	NOUN
ap-9969	242	11	that	that	PRON
ap-9969	242	12	can	can	AUX
ap-9969	242	13	be	be	AUX
ap-9969	242	14	further	far	ADV
ap-9969	242	15	filtered	filter	VERB
ap-9969	242	16	,	,	PUNCT
ap-9969	242	17	like	like	ADP
ap-9969	242	18	in	in	ADP
ap-9969	242	19	section	section	NOUN
ap-9969	242	20	4.1	4.1	NUM
ap-9969	242	21	,	,	PUNCT
ap-9969	242	22	using	use	VERB
ap-9969	242	23	positional	positional	ADJ
ap-9969	242	24	criteria	criterion	NOUN
ap-9969	242	25	,	,	PUNCT
ap-9969	242	26	or	or	CCONJ
ap-9969	242	27	cross	cross	NOUN
ap-9969	242	28	-	-	ADJ
ap-9969	242	29	matching	matching	NOUN
ap-9969	242	30	with	with	ADP
ap-9969	242	31	vizier	vizier	NOUN
ap-9969	242	32	catalogues	catalogue	NOUN
ap-9969	242	33	or	or	CCONJ
ap-9969	242	34	solar	solar	ADJ
ap-9969	242	35	system	system	NOUN
ap-9969	242	36	object	object	NOUN
ap-9969	242	37	positions	position	NOUN
ap-9969	242	38	(	(	PUNCT
ap-9969	242	39	both	both	PRON
ap-9969	242	40	disabled	disabled	ADJ
ap-9969	242	41	by	by	ADP
ap-9969	242	42	default	default	NOUN
ap-9969	242	43	,	,	PUNCT
ap-9969	242	44	as	as	SCONJ
ap-9969	242	45	most	most	ADJ
ap-9969	242	46	of	of	ADP
ap-9969	242	47	the	the	DET
ap-9969	242	48	stationary	stationary	ADJ
ap-9969	242	49	objects	object	NOUN
ap-9969	242	50	are	be	AUX
ap-9969	242	51	subtracted	subtract	VERB
ap-9969	242	52	and	and	CCONJ
ap-9969	242	53	not	not	PART
ap-9969	242	54	being	be	AUX
ap-9969	242	55	detected	detect	VERB
ap-9969	242	56	as	as	ADP
ap-9969	242	57	candidates	candidate	NOUN
ap-9969	242	58	)	)	PUNCT
ap-9969	242	59	.	.	PUNCT
ap-9969	243	1	the	the	DET
ap-9969	243	2	final	final	ADJ
ap-9969	243	3	list	list	NOUN
ap-9969	243	4	of	of	ADP
ap-9969	243	5	candidates	candidate	NOUN
ap-9969	243	6	is	be	AUX
ap-9969	243	7	directly	directly	ADV
ap-9969	243	8	available	available	ADJ
ap-9969	243	9	for	for	ADP
ap-9969	243	10	downloading	download	VERB
ap-9969	243	11	in	in	ADP
ap-9969	243	12	a	a	DET
ap-9969	243	13	tabular	tabular	NOUN
ap-9969	243	14	format	format	NOUN
ap-9969	243	15	,	,	PUNCT
ap-9969	243	16	and	and	CCONJ
ap-9969	243	17	is	be	AUX
ap-9969	243	18	presented	present	VERB
ap-9969	243	19	to	to	ADP
ap-9969	243	20	the	the	DET
ap-9969	243	21	user	user	NOUN
ap-9969	243	22	such	such	ADJ
ap-9969	243	23	as	as	SCONJ
ap-9969	243	24	is	be	AUX
ap-9969	243	25	shown	show	VERB
ap-9969	243	26	in	in	ADP
ap-9969	243	27	figure	figure	NOUN
ap-9969	243	28	8	8	NUM
ap-9969	243	29	.	.	PUNCT
ap-9969	244	1	image	image	NOUN
ap-9969	244	2	subtraction	subtraction	NOUN
ap-9969	244	3	is	be	AUX
ap-9969	244	4	not	not	PART
ap-9969	244	5	perfect	perfect	ADJ
ap-9969	244	6	,	,	PUNCT
ap-9969	244	7	and	and	CCONJ
ap-9969	244	8	prone	prone	ADJ
ap-9969	244	9	to	to	ADP
ap-9969	244	10	various	various	ADJ
ap-9969	244	11	kinds	kind	NOUN
ap-9969	244	12	of	of	ADP
ap-9969	244	13	artefacts	artefact	NOUN
ap-9969	244	14	related	relate	VERB
ap-9969	244	15	to	to	ADP
ap-9969	244	16	both	both	DET
ap-9969	244	17	numerical	numerical	ADJ
ap-9969	244	18	instabilities	instability	NOUN
ap-9969	244	19	of	of	ADP
ap-9969	244	20	the	the	DET
ap-9969	244	21	kernel	kernel	PROPN
ap-9969	244	22	fitting	fitting	ADJ
ap-9969	244	23	routine	routine	ADJ
ap-9969	244	24	(	(	PUNCT
ap-9969	244	25	typically	typically	ADV
ap-9969	244	26	pro59	pro59	PROPN
ap-9969	244	27	sergey	sergey	PROPN
ap-9969	244	28	karpov	karpov	PROPN
ap-9969	244	29	acta	acta	PROPN
ap-9969	244	30	polytechnica	polytechnica	PROPN
ap-9969	244	31	(	(	PUNCT
ap-9969	244	32	a	a	NOUN
ap-9969	244	33	)	)	PUNCT
ap-9969	244	34	.	.	PUNCT
ap-9969	245	1	original	original	ADJ
ap-9969	245	2	image	image	NOUN
ap-9969	245	3	.	.	PUNCT
ap-9969	246	1	(	(	PUNCT
ap-9969	246	2	b	b	NOUN
ap-9969	246	3	)	)	PUNCT
ap-9969	246	4	.	.	PUNCT
ap-9969	247	1	template	template	NOUN
ap-9969	247	2	image	image	NOUN
ap-9969	247	3	.	.	PUNCT
ap-9969	248	1	(	(	PUNCT
ap-9969	248	2	c	c	NOUN
ap-9969	248	3	)	)	PUNCT
ap-9969	248	4	.	.	PUNCT
ap-9969	249	1	template	template	NOUN
ap-9969	249	2	image	image	NOUN
ap-9969	249	3	convolved	convolve	VERB
ap-9969	249	4	with	with	ADP
ap-9969	249	5	the	the	DET
ap-9969	249	6	kernel	kernel	NOUN
ap-9969	249	7	to	to	PART
ap-9969	249	8	match	match	VERB
ap-9969	249	9	the	the	DET
ap-9969	249	10	resolution	resolution	NOUN
ap-9969	249	11	and	and	CCONJ
ap-9969	249	12	flux	flux	NOUN
ap-9969	249	13	scale	scale	NOUN
ap-9969	249	14	.	.	PUNCT
ap-9969	250	1	(	(	PUNCT
ap-9969	250	2	d	d	NOUN
ap-9969	250	3	)	)	PUNCT
ap-9969	250	4	.	.	PUNCT
ap-9969	251	1	difference	difference	NOUN
ap-9969	251	2	image	image	NOUN
ap-9969	251	3	.	.	PUNCT
ap-9969	252	1	(	(	PUNCT
ap-9969	252	2	e	e	NOUN
ap-9969	252	3	)	)	PUNCT
ap-9969	252	4	.	.	PUNCT
ap-9969	253	1	detection	detection	NOUN
ap-9969	253	2	footprint	footprint	NOUN
ap-9969	253	3	.	.	PUNCT
ap-9969	254	1	(	(	PUNCT
ap-9969	254	2	f	f	X
ap-9969	254	3	)	)	PUNCT
ap-9969	254	4	.	.	PUNCT
ap-9969	255	1	mask	mask	NOUN
ap-9969	255	2	image	image	NOUN
ap-9969	255	3	.	.	PUNCT
ap-9969	256	1	figure	figure	NOUN
ap-9969	256	2	8	8	NUM
ap-9969	256	3	.	.	PUNCT
ap-9969	257	1	diagnostic	diagnostic	ADJ
ap-9969	257	2	plot	plot	NOUN
ap-9969	257	3	for	for	ADP
ap-9969	257	4	the	the	DET
ap-9969	257	5	candidate	candidate	NOUN
ap-9969	257	6	selected	select	VERB
ap-9969	257	7	by	by	ADP
ap-9969	257	8	the	the	DET
ap-9969	257	9	image	image	NOUN
ap-9969	257	10	subtraction	subtraction	NOUN
ap-9969	257	11	based	base	VERB
ap-9969	257	12	transient	transient	ADJ
ap-9969	257	13	detection	detection	NOUN
ap-9969	257	14	routine	routine	NOUN
ap-9969	257	15	,	,	PUNCT
ap-9969	257	16	containing	contain	VERB
ap-9969	257	17	six	six	NUM
ap-9969	257	18	cutouts	cutout	NOUN
ap-9969	257	19	centred	centre	VERB
ap-9969	257	20	on	on	ADP
ap-9969	257	21	its	its	PRON
ap-9969	257	22	position	position	NOUN
ap-9969	257	23	–	–	PUNCT
ap-9969	257	24	the	the	DET
ap-9969	257	25	original	original	ADJ
ap-9969	257	26	image	image	NOUN
ap-9969	257	27	,	,	PUNCT
ap-9969	257	28	template	template	NOUN
ap-9969	257	29	image	image	NOUN
ap-9969	257	30	,	,	PUNCT
ap-9969	257	31	template	template	NOUN
ap-9969	257	32	image	image	NOUN
ap-9969	257	33	convolved	convolve	VERB
ap-9969	257	34	with	with	ADP
ap-9969	257	35	the	the	DET
ap-9969	257	36	kernel	kernel	NOUN
ap-9969	257	37	to	to	PART
ap-9969	257	38	match	match	VERB
ap-9969	257	39	the	the	DET
ap-9969	257	40	resolution	resolution	NOUN
ap-9969	257	41	and	and	CCONJ
ap-9969	257	42	flux	flux	NOUN
ap-9969	257	43	scale	scale	NOUN
ap-9969	257	44	of	of	ADP
ap-9969	257	45	the	the	DET
ap-9969	257	46	original	original	ADJ
ap-9969	257	47	image	image	NOUN
ap-9969	257	48	,	,	PUNCT
ap-9969	257	49	difference	difference	NOUN
ap-9969	257	50	image	image	NOUN
ap-9969	257	51	,	,	PUNCT
ap-9969	257	52	the	the	DET
ap-9969	257	53	detection	detection	NOUN
ap-9969	257	54	footprint	footprint	VERB
ap-9969	257	55	from	from	ADP
ap-9969	257	56	the	the	DET
ap-9969	257	57	sextractor	sextractor	NOUN
ap-9969	257	58	segmentation	segmentation	NOUN
ap-9969	257	59	map	map	NOUN
ap-9969	257	60	,	,	PUNCT
ap-9969	257	61	and	and	CCONJ
ap-9969	257	62	the	the	DET
ap-9969	257	63	mask	mask	NOUN
ap-9969	257	64	image	image	NOUN
ap-9969	257	65	that	that	PRON
ap-9969	257	66	marks	mark	VERB
ap-9969	257	67	the	the	DET
ap-9969	257	68	positions	position	NOUN
ap-9969	257	69	of	of	ADP
ap-9969	257	70	masked	mask	VERB
ap-9969	257	71	pixels	pixel	NOUN
ap-9969	257	72	.	.	PUNCT
ap-9969	258	1	reticle	reticle	NOUN
ap-9969	258	2	(	(	PUNCT
ap-9969	258	3	red	red	PROPN
ap-9969	258	4	circle	circle	PROPN
ap-9969	258	5	)	)	PUNCT
ap-9969	258	6	marks	mark	VERB
ap-9969	258	7	the	the	DET
ap-9969	258	8	position	position	NOUN
ap-9969	258	9	of	of	ADP
ap-9969	258	10	the	the	DET
ap-9969	258	11	target	target	NOUN
ap-9969	258	12	in	in	ADP
ap-9969	258	13	all	all	DET
ap-9969	258	14	panels	panel	NOUN
ap-9969	258	15	.	.	PUNCT
ap-9969	259	1	the	the	DET
ap-9969	259	2	title	title	NOUN
ap-9969	259	3	summarises	summarise	VERB
ap-9969	259	4	the	the	DET
ap-9969	259	5	relevant	relevant	ADJ
ap-9969	259	6	information	information	NOUN
ap-9969	259	7	,	,	PUNCT
ap-9969	259	8	such	such	ADJ
ap-9969	259	9	as	as	ADP
ap-9969	259	10	calibrated	calibrate	VERB
ap-9969	259	11	magnitude	magnitude	NOUN
ap-9969	259	12	of	of	ADP
ap-9969	259	13	the	the	DET
ap-9969	259	14	source	source	NOUN
ap-9969	259	15	,	,	PUNCT
ap-9969	259	16	effective	effective	ADJ
ap-9969	259	17	passband	passband	NOUN
ap-9969	259	18	,	,	PUNCT
ap-9969	259	19	local	local	ADJ
ap-9969	259	20	detection	detection	NOUN
ap-9969	259	21	limit	limit	NOUN
ap-9969	259	22	,	,	PUNCT
ap-9969	259	23	and	and	CCONJ
ap-9969	259	24	timestamp	timestamp	NOUN
ap-9969	259	25	.	.	PUNCT
ap-9969	260	1	the	the	DET
ap-9969	260	2	candidate	candidate	NOUN
ap-9969	260	3	shown	show	VERB
ap-9969	260	4	here	here	ADV
ap-9969	260	5	is	be	AUX
ap-9969	260	6	the	the	DET
ap-9969	260	7	same	same	ADJ
ap-9969	260	8	as	as	ADP
ap-9969	260	9	in	in	ADP
ap-9969	260	10	figure	figure	NOUN
ap-9969	260	11	7	7	NUM
ap-9969	260	12	–	–	PUNCT
ap-9969	260	13	it	it	PRON
ap-9969	260	14	is	be	AUX
ap-9969	260	15	clearly	clearly	ADV
ap-9969	260	16	visible	visible	ADJ
ap-9969	260	17	that	that	SCONJ
ap-9969	260	18	this	this	DET
ap-9969	260	19	time	time	NOUN
ap-9969	260	20	,	,	PUNCT
ap-9969	260	21	its	its	PRON
ap-9969	260	22	position	position	NOUN
ap-9969	260	23	is	be	AUX
ap-9969	260	24	unbiased	unbiased	ADJ
ap-9969	260	25	and	and	CCONJ
ap-9969	260	26	the	the	DET
ap-9969	260	27	footprint	footprint	NOUN
ap-9969	260	28	does	do	AUX
ap-9969	260	29	not	not	PART
ap-9969	260	30	include	include	VERB
ap-9969	260	31	extra	extra	ADJ
ap-9969	260	32	regions	region	NOUN
ap-9969	260	33	,	,	PUNCT
ap-9969	260	34	as	as	SCONJ
ap-9969	260	35	the	the	DET
ap-9969	260	36	underlying	underlie	VERB
ap-9969	260	37	galaxy	galaxy	NOUN
ap-9969	260	38	was	be	AUX
ap-9969	260	39	properly	properly	ADV
ap-9969	260	40	subtracted	subtract	VERB
ap-9969	260	41	.	.	PUNCT
ap-9969	261	1	ducing	duce	VERB
ap-9969	261	2	ring	ring	NOUN
ap-9969	261	3	-	-	PUNCT
ap-9969	261	4	shaped	shape	VERB
ap-9969	261	5	artefacts	artefact	NOUN
ap-9969	261	6	)	)	PUNCT
ap-9969	261	7	and	and	CCONJ
ap-9969	261	8	slight	slight	ADJ
ap-9969	261	9	differences	difference	NOUN
ap-9969	261	10	of	of	ADP
ap-9969	261	11	object	object	NOUN
ap-9969	261	12	positions	position	NOUN
ap-9969	261	13	between	between	ADP
ap-9969	261	14	the	the	DET
ap-9969	261	15	images	image	NOUN
ap-9969	261	16	,	,	PUNCT
ap-9969	261	17	e.g.	e.g.	ADV
ap-9969	261	18	due	due	ADP
ap-9969	261	19	to	to	ADP
ap-9969	261	20	astrometric	astrometric	ADJ
ap-9969	261	21	misalignments	misalignment	NOUN
ap-9969	261	22	or	or	CCONJ
ap-9969	261	23	proper	proper	ADJ
ap-9969	261	24	motions	motion	NOUN
ap-9969	261	25	of	of	ADP
ap-9969	261	26	the	the	DET
ap-9969	261	27	stars	star	NOUN
ap-9969	261	28	(	(	PUNCT
ap-9969	261	29	typically	typically	ADV
ap-9969	261	30	producing	produce	VERB
ap-9969	261	31	characteristic	characteristic	ADJ
ap-9969	261	32	“	"	PUNCT
ap-9969	261	33	dipole	dipole	NOUN
ap-9969	261	34	”	"	PUNCT
ap-9969	261	35	artefacts	artefact	NOUN
ap-9969	261	36	,	,	PUNCT
ap-9969	261	37	consisting	consist	VERB
ap-9969	261	38	of	of	ADP
ap-9969	261	39	overlapped	overlapped	ADJ
ap-9969	261	40	positive	positive	ADJ
ap-9969	261	41	and	and	CCONJ
ap-9969	261	42	negative	negative	ADJ
ap-9969	261	43	components	component	NOUN
ap-9969	261	44	of	of	ADP
ap-9969	261	45	a	a	DET
ap-9969	261	46	similar	similar	ADJ
ap-9969	261	47	amplitude	amplitude	NOUN
ap-9969	261	48	)	)	PUNCT
ap-9969	261	49	.	.	PUNCT
ap-9969	262	1	while	while	SCONJ
ap-9969	262	2	both	both	PRON
ap-9969	262	3	of	of	ADP
ap-9969	262	4	them	they	PRON
ap-9969	262	5	may	may	AUX
ap-9969	262	6	be	be	AUX
ap-9969	262	7	,	,	PUNCT
ap-9969	262	8	in	in	ADP
ap-9969	262	9	most	most	ADJ
ap-9969	262	10	cases	case	NOUN
ap-9969	262	11	,	,	PUNCT
ap-9969	262	12	successfully	successfully	ADV
ap-9969	262	13	filtered	filter	VERB
ap-9969	262	14	out	out	ADP
ap-9969	262	15	by	by	ADP
ap-9969	262	16	a	a	DET
ap-9969	262	17	shape	shape	NOUN
ap-9969	262	18	-	-	PUNCT
ap-9969	262	19	based	base	VERB
ap-9969	262	20	classification	classification	NOUN
ap-9969	262	21	(	(	PUNCT
ap-9969	262	22	see	see	VERB
ap-9969	262	23	section	section	NOUN
ap-9969	262	24	3.2	3.2	NUM
ap-9969	262	25	)	)	PUNCT
ap-9969	262	26	,	,	PUNCT
ap-9969	262	27	we	we	PRON
ap-9969	262	28	have	have	VERB
ap-9969	262	29	an	an	DET
ap-9969	262	30	additional	additional	ADJ
ap-9969	262	31	routine	routine	NOUN
ap-9969	262	32	implemented	implement	VERB
ap-9969	262	33	to	to	PART
ap-9969	262	34	specifically	specifically	ADV
ap-9969	262	35	target	target	VERB
ap-9969	262	36	the	the	DET
ap-9969	262	37	“	"	PUNCT
ap-9969	262	38	dipole	dipole	NOUN
ap-9969	262	39	”	"	PUNCT
ap-9969	262	40	artefacts	artefact	NOUN
ap-9969	262	41	.	.	PUNCT
ap-9969	263	1	the	the	DET
ap-9969	263	2	routine	routine	NOUN
ap-9969	263	3	is	be	AUX
ap-9969	263	4	based	base	VERB
ap-9969	263	5	on	on	ADP
ap-9969	263	6	a	a	DET
ap-9969	263	7	sub	sub	ADJ
ap-9969	263	8	-	-	ADJ
ap-9969	263	9	pixel	pixel	ADJ
ap-9969	263	10	adjustment	adjustment	NOUN
ap-9969	263	11	of	of	ADP
ap-9969	263	12	the	the	DET
ap-9969	263	13	relative	relative	ADJ
ap-9969	263	14	shift	shift	NOUN
ap-9969	263	15	,	,	PUNCT
ap-9969	263	16	along	along	ADP
ap-9969	263	17	with	with	ADP
ap-9969	263	18	a	a	DET
ap-9969	263	19	minor	minor	ADJ
ap-9969	263	20	adjustment	adjustment	NOUN
ap-9969	263	21	of	of	ADP
ap-9969	263	22	the	the	DET
ap-9969	263	23	flux	flux	NOUN
ap-9969	263	24	scale	scale	NOUN
ap-9969	263	25	,	,	PUNCT
ap-9969	263	26	between	between	ADP
ap-9969	263	27	the	the	DET
ap-9969	263	28	convolved	convolved	NOUN
ap-9969	263	29	template	template	NOUN
ap-9969	263	30	and	and	CCONJ
ap-9969	263	31	original	original	ADJ
ap-9969	263	32	image	image	NOUN
ap-9969	263	33	in	in	ADP
ap-9969	263	34	order	order	NOUN
ap-9969	263	35	to	to	PART
ap-9969	263	36	minimise	minimise	VERB
ap-9969	263	37	the	the	DET
ap-9969	263	38	difference	difference	NOUN
ap-9969	263	39	between	between	ADP
ap-9969	263	40	them	they	PRON
ap-9969	263	41	in	in	ADP
ap-9969	263	42	the	the	DET
ap-9969	263	43	region	region	NOUN
ap-9969	263	44	around	around	ADP
ap-9969	263	45	the	the	DET
ap-9969	263	46	candidate	candidate	NOUN
ap-9969	263	47	.	.	PUNCT
ap-9969	264	1	if	if	SCONJ
ap-9969	264	2	the	the	DET
ap-9969	264	3	routine	routine	NOUN
ap-9969	264	4	(	(	PUNCT
ap-9969	264	5	limited	limit	VERB
ap-9969	264	6	to	to	ADP
ap-9969	264	7	a	a	DET
ap-9969	264	8	maximum	maximum	NOUN
ap-9969	264	9	of	of	ADP
ap-9969	264	10	1	1	NUM
ap-9969	264	11	pixel	pixel	NOUN
ap-9969	264	12	shift	shift	NOUN
ap-9969	264	13	,	,	PUNCT
ap-9969	264	14	and	and	CCONJ
ap-9969	264	15	no	no	DET
ap-9969	264	16	more	more	ADJ
ap-9969	264	17	than	than	ADP
ap-9969	264	18	30	30	NUM
ap-9969	264	19	%	%	NOUN
ap-9969	264	20	flux	flux	NOUN
ap-9969	264	21	scale	scale	NOUN
ap-9969	264	22	adjustment	adjustment	NOUN
ap-9969	264	23	)	)	PUNCT
ap-9969	264	24	is	be	AUX
ap-9969	264	25	able	able	ADJ
ap-9969	264	26	to	to	PART
ap-9969	264	27	reduce	reduce	VERB
ap-9969	264	28	the	the	DET
ap-9969	264	29	χ2	χ2	NOUN
ap-9969	264	30	of	of	ADP
ap-9969	264	31	the	the	DET
ap-9969	264	32	difference	difference	NOUN
ap-9969	264	33	by	by	ADP
ap-9969	264	34	more	more	ADJ
ap-9969	264	35	than	than	ADP
ap-9969	264	36	three	three	NUM
ap-9969	264	37	times	time	NOUN
ap-9969	264	38	,	,	PUNCT
ap-9969	264	39	or	or	CCONJ
ap-9969	264	40	if	if	SCONJ
ap-9969	264	41	the	the	DET
ap-9969	264	42	final	final	ADJ
ap-9969	264	43	p	p	NOUN
ap-9969	264	44	-	-	PUNCT
ap-9969	264	45	value	value	NOUN
ap-9969	264	46	is	be	AUX
ap-9969	264	47	exceeding	exceed	VERB
ap-9969	264	48	0.01	0.01	NUM
ap-9969	264	49	,	,	PUNCT
ap-9969	264	50	as	as	SCONJ
ap-9969	264	51	shown	show	VERB
ap-9969	264	52	in	in	ADP
ap-9969	264	53	figure	figure	NOUN
ap-9969	264	54	9	9	NUM
ap-9969	264	55	,	,	PUNCT
ap-9969	264	56	then	then	ADV
ap-9969	264	57	the	the	DET
ap-9969	264	58	candidate	candidate	NOUN
ap-9969	264	59	is	be	AUX
ap-9969	264	60	considered	consider	VERB
ap-9969	264	61	spurious	spurious	ADJ
ap-9969	264	62	and	and	CCONJ
ap-9969	264	63	is	be	AUX
ap-9969	264	64	also	also	ADV
ap-9969	264	65	rejected	reject	VERB
ap-9969	264	66	.	.	PUNCT
ap-9969	265	1	allowing	allow	VERB
ap-9969	265	2	minor	minor	ADJ
ap-9969	265	3	optimisation	optimisation	NOUN
ap-9969	265	4	of	of	ADP
ap-9969	265	5	the	the	DET
ap-9969	265	6	flux	flux	NOUN
ap-9969	265	7	scale	scale	NOUN
ap-9969	265	8	hinders	hinder	VERB
ap-9969	265	9	the	the	DET
ap-9969	265	10	ability	ability	NOUN
ap-9969	265	11	to	to	PART
ap-9969	265	12	detect	detect	VERB
ap-9969	265	13	low	low	ADJ
ap-9969	265	14	-	-	PUNCT
ap-9969	265	15	amplitude	amplitude	NOUN
ap-9969	265	16	variability	variability	NOUN
ap-9969	265	17	of	of	ADP
ap-9969	265	18	the	the	DET
ap-9969	265	19	objects	object	NOUN
ap-9969	265	20	,	,	PUNCT
ap-9969	265	21	but	but	CCONJ
ap-9969	265	22	we	we	PRON
ap-9969	265	23	consider	consider	VERB
ap-9969	265	24	it	it	PRON
ap-9969	265	25	a	a	DET
ap-9969	265	26	good	good	ADJ
ap-9969	265	27	trade	trade	NOUN
ap-9969	265	28	-	-	PUNCT
ap-9969	265	29	off	off	NOUN
ap-9969	265	30	with	with	ADP
ap-9969	265	31	overcoming	overcome	VERB
ap-9969	265	32	the	the	DET
ap-9969	265	33	artefacts	artefact	NOUN
ap-9969	265	34	due	due	ADP
ap-9969	265	35	to	to	ADP
ap-9969	265	36	the	the	DET
ap-9969	265	37	passband	passband	NOUN
ap-9969	265	38	differences	difference	NOUN
ap-9969	265	39	between	between	ADP
ap-9969	265	40	the	the	DET
ap-9969	265	41	image	image	NOUN
ap-9969	265	42	and	and	CCONJ
ap-9969	265	43	the	the	DET
ap-9969	265	44	template	template	NOUN
ap-9969	265	45	.	.	PUNCT
ap-9969	266	1	while	while	SCONJ
ap-9969	266	2	this	this	DET
ap-9969	266	3	algorithm	algorithm	NOUN
ap-9969	266	4	is	be	AUX
ap-9969	266	5	,	,	PUNCT
ap-9969	266	6	by	by	ADP
ap-9969	266	7	no	no	DET
ap-9969	266	8	means	mean	NOUN
ap-9969	266	9	,	,	PUNCT
ap-9969	266	10	a	a	DET
ap-9969	266	11	proper	proper	ADJ
ap-9969	266	12	replacement	replacement	NOUN
ap-9969	266	13	for	for	ADP
ap-9969	266	14	machine	machine	NOUN
ap-9969	266	15	-	-	PUNCT
ap-9969	266	16	learning	learn	VERB
ap-9969	266	17	artefact	artefact	ADJ
ap-9969	266	18	rejection	rejection	NOUN
ap-9969	266	19	methods	method	NOUN
ap-9969	266	20	,	,	PUNCT
ap-9969	266	21	such	such	ADJ
ap-9969	266	22	as	as	ADP
ap-9969	266	23	convolutional	convolutional	ADJ
ap-9969	266	24	neural	neural	ADJ
ap-9969	266	25	networks	network	NOUN
ap-9969	266	26	[	[	X
ap-9969	266	27	53	53	NUM
ap-9969	266	28	,	,	PUNCT
ap-9969	266	29	54	54	NUM
ap-9969	266	30	]	]	PUNCT
ap-9969	266	31	,	,	PUNCT
ap-9969	266	32	it	it	PRON
ap-9969	266	33	is	be	AUX
ap-9969	266	34	generic	generic	ADJ
ap-9969	266	35	enough	enough	ADV
ap-9969	266	36	to	to	PART
ap-9969	266	37	be	be	AUX
ap-9969	266	38	used	use	VERB
ap-9969	266	39	on	on	ADP
ap-9969	266	40	arbitrary	arbitrary	ADJ
ap-9969	266	41	images	image	NOUN
ap-9969	266	42	without	without	ADP
ap-9969	266	43	any	any	DET
ap-9969	266	44	preliminary	preliminary	ADJ
ap-9969	266	45	training	training	NOUN
ap-9969	266	46	.	.	PUNCT
ap-9969	267	1	if	if	SCONJ
ap-9969	267	2	the	the	DET
ap-9969	267	3	position	position	NOUN
ap-9969	267	4	of	of	ADP
ap-9969	267	5	the	the	DET
ap-9969	267	6	transient	transient	NOUN
ap-9969	267	7	is	be	AUX
ap-9969	267	8	known	know	VERB
ap-9969	267	9	in	in	ADP
ap-9969	267	10	advance	advance	NOUN
ap-9969	267	11	,	,	PUNCT
ap-9969	267	12	stdweb	stdweb	PROPN
ap-9969	267	13	also	also	ADV
ap-9969	267	14	allows	allow	VERB
ap-9969	267	15	skipping	skip	VERB
ap-9969	267	16	the	the	DET
ap-9969	267	17	transient	transient	ADJ
ap-9969	267	18	detection	detection	NOUN
ap-9969	267	19	part	part	NOUN
ap-9969	267	20	of	of	ADP
ap-9969	267	21	the	the	DET
ap-9969	267	22	image	image	NOUN
ap-9969	267	23	subtraction	subtraction	NOUN
ap-9969	267	24	,	,	PUNCT
ap-9969	267	25	and	and	CCONJ
ap-9969	267	26	directly	directly	ADV
ap-9969	267	27	performing	perform	VERB
ap-9969	267	28	the	the	DET
ap-9969	267	29	forced	force	VERB
ap-9969	267	30	photometry	photometry	NOUN
ap-9969	267	31	at	at	ADP
ap-9969	267	32	its	its	PRON
ap-9969	267	33	position	position	NOUN
ap-9969	267	34	in	in	ADP
ap-9969	267	35	the	the	DET
ap-9969	267	36	difference	difference	NOUN
ap-9969	267	37	image	image	NOUN
ap-9969	267	38	.	.	PUNCT
ap-9969	268	1	5	5	X
ap-9969	268	2	.	.	X
ap-9969	268	3	conclusions	conclusion	NOUN
ap-9969	268	4	and	and	CCONJ
ap-9969	268	5	future	future	ADJ
ap-9969	268	6	development	development	NOUN
ap-9969	268	7	we	we	PRON
ap-9969	268	8	present	present	VERB
ap-9969	268	9	stdweb	stdweb	ADV
ap-9969	268	10	,	,	PUNCT
ap-9969	268	11	a	a	DET
ap-9969	268	12	simple	simple	ADJ
ap-9969	268	13	web	web	NOUN
ap-9969	268	14	-	-	PUNCT
ap-9969	268	15	based	base	VERB
ap-9969	268	16	photometric	photometric	NOUN
ap-9969	268	17	calibration	calibration	NOUN
ap-9969	268	18	and	and	CCONJ
ap-9969	268	19	transient	transient	ADJ
ap-9969	268	20	detection	detection	NOUN
ap-9969	268	21	tool	tool	NOUN
ap-9969	268	22	that	that	PRON
ap-9969	268	23	allows	allow	VERB
ap-9969	268	24	a	a	DET
ap-9969	268	25	semi	semi	ADJ
ap-9969	268	26	-	-	ADJ
ap-9969	268	27	automated	automated	ADJ
ap-9969	268	28	and	and	CCONJ
ap-9969	268	29	interactive	interactive	ADJ
ap-9969	268	30	analysis	analysis	NOUN
ap-9969	268	31	of	of	ADP
ap-9969	268	32	arbitrary	arbitrary	ADJ
ap-9969	268	33	sky	sky	NOUN
ap-9969	268	34	images	image	NOUN
ap-9969	268	35	in	in	ADP
ap-9969	268	36	order	order	NOUN
ap-9969	268	37	to	to	PART
ap-9969	268	38	perform	perform	VERB
ap-9969	268	39	their	their	PRON
ap-9969	268	40	astrometric	astrometric	ADJ
ap-9969	268	41	and	and	CCONJ
ap-9969	268	42	photometric	photometric	NOUN
ap-9969	268	43	calibration	calibration	NOUN
ap-9969	268	44	,	,	PUNCT
ap-9969	268	45	forced	force	VERB
ap-9969	268	46	photometry	photometry	NOUN
ap-9969	268	47	,	,	PUNCT
ap-9969	268	48	and	and	CCONJ
ap-9969	268	49	transient	transient	ADJ
ap-9969	268	50	detection	detection	NOUN
ap-9969	268	51	,	,	PUNCT
ap-9969	268	52	presenting	present	VERB
ap-9969	268	53	the	the	DET
ap-9969	268	54	user	user	NOUN
ap-9969	268	55	with	with	ADP
ap-9969	268	56	a	a	DET
ap-9969	268	57	rich	rich	ADJ
ap-9969	268	58	set	set	NOUN
ap-9969	268	59	of	of	ADP
ap-9969	268	60	60	60	NUM
ap-9969	268	61	vol	vol	NOUN
ap-9969	268	62	.	.	PUNCT
ap-9969	269	1	65	65	NUM
ap-9969	269	2	no	no	INTJ
ap-9969	269	3	.	.	PUNCT
ap-9969	270	1	1/2025	1/2025	NUM
ap-9969	270	2	simple	simple	ADJ
ap-9969	270	3	transient	transient	NOUN
ap-9969	270	4	detection	detection	NOUN
ap-9969	270	5	for	for	ADP
ap-9969	270	6	the	the	DET
ap-9969	270	7	web	web	NOUN
ap-9969	270	8	figure	figure	NOUN
ap-9969	270	9	9	9	NUM
ap-9969	270	10	.	.	PUNCT
ap-9969	271	1	examples	example	NOUN
ap-9969	271	2	of	of	ADP
ap-9969	271	3	a	a	DET
ap-9969	271	4	successful	successful	ADJ
ap-9969	271	5	cutout	cutout	NOUN
ap-9969	271	6	-	-	PUNCT
ap-9969	271	7	level	level	NOUN
ap-9969	271	8	sub	sub	ADJ
ap-9969	271	9	-	-	ADJ
ap-9969	271	10	pixel	pixel	ADJ
ap-9969	271	11	adjustment	adjustment	NOUN
ap-9969	271	12	routine	routine	NOUN
ap-9969	271	13	that	that	PRON
ap-9969	271	14	is	be	AUX
ap-9969	271	15	able	able	ADJ
ap-9969	271	16	to	to	PART
ap-9969	271	17	fully	fully	ADV
ap-9969	271	18	eliminate	eliminate	VERB
ap-9969	271	19	the	the	DET
ap-9969	271	20	“	"	PUNCT
ap-9969	271	21	dipole	dipole	NOUN
ap-9969	271	22	”	"	PUNCT
ap-9969	271	23	artefact	artefact	NOUN
ap-9969	271	24	related	relate	VERB
ap-9969	271	25	to	to	ADP
ap-9969	271	26	the	the	DET
ap-9969	271	27	position	position	NOUN
ap-9969	271	28	misalignment	misalignment	NOUN
ap-9969	271	29	between	between	ADP
ap-9969	271	30	the	the	DET
ap-9969	271	31	images	image	NOUN
ap-9969	271	32	(	(	PUNCT
ap-9969	271	33	upper	upper	ADJ
ap-9969	271	34	row	row	NOUN
ap-9969	271	35	)	)	PUNCT
ap-9969	271	36	and	and	CCONJ
ap-9969	271	37	the	the	DET
ap-9969	271	38	candidate	candidate	NOUN
ap-9969	271	39	related	relate	VERB
ap-9969	271	40	to	to	ADP
ap-9969	271	41	slight	slight	ADJ
ap-9969	271	42	changes	change	NOUN
ap-9969	271	43	in	in	ADP
ap-9969	271	44	object	object	NOUN
ap-9969	271	45	brightness	brightness	NOUN
ap-9969	271	46	(	(	PUNCT
ap-9969	271	47	middle	middle	PROPN
ap-9969	271	48	row	row	NOUN
ap-9969	271	49	)	)	PUNCT
ap-9969	271	50	,	,	PUNCT
ap-9969	271	51	and	and	CCONJ
ap-9969	271	52	mostly	mostly	ADV
ap-9969	271	53	eliminate	eliminate	VERB
ap-9969	271	54	the	the	DET
ap-9969	271	55	candidate	candidate	NOUN
ap-9969	271	56	in	in	ADP
ap-9969	271	57	a	a	DET
ap-9969	271	58	close	close	ADJ
ap-9969	271	59	pair	pair	NOUN
ap-9969	271	60	where	where	SCONJ
ap-9969	271	61	the	the	DET
ap-9969	271	62	relative	relative	ADJ
ap-9969	271	63	position	position	NOUN
ap-9969	271	64	of	of	ADP
ap-9969	271	65	the	the	DET
ap-9969	271	66	stars	star	NOUN
ap-9969	271	67	changed	change	VERB
ap-9969	271	68	due	due	ADP
ap-9969	271	69	to	to	ADP
ap-9969	271	70	proper	proper	ADJ
ap-9969	271	71	motion	motion	NOUN
ap-9969	271	72	(	(	PUNCT
ap-9969	271	73	so	so	ADV
ap-9969	271	74	,	,	PUNCT
ap-9969	271	75	after	after	ADP
ap-9969	271	76	the	the	DET
ap-9969	271	77	adjustment	adjustment	NOUN
ap-9969	271	78	,	,	PUNCT
ap-9969	271	79	second	second	ADJ
ap-9969	271	80	component	component	NOUN
ap-9969	271	81	“	"	PUNCT
ap-9969	271	82	dipole	dipole	NOUN
ap-9969	271	83	”	"	PUNCT
ap-9969	271	84	became	become	VERB
ap-9969	271	85	even	even	ADV
ap-9969	271	86	move	move	VERB
ap-9969	271	87	prominent	prominent	ADJ
ap-9969	271	88	)	)	PUNCT
ap-9969	271	89	.	.	PUNCT
ap-9969	272	1	every	every	DET
ap-9969	272	2	row	row	NOUN
ap-9969	272	3	shows	show	VERB
ap-9969	272	4	the	the	DET
ap-9969	272	5	cutouts	cutout	NOUN
ap-9969	272	6	from	from	ADP
ap-9969	272	7	the	the	DET
ap-9969	272	8	original	original	ADJ
ap-9969	272	9	image	image	NOUN
ap-9969	272	10	,	,	PUNCT
ap-9969	272	11	template	template	NOUN
ap-9969	272	12	convolved	convolve	VERB
ap-9969	272	13	with	with	ADP
ap-9969	272	14	matching	match	VERB
ap-9969	272	15	kernel	kernel	NOUN
ap-9969	272	16	,	,	PUNCT
ap-9969	272	17	original	original	ADJ
ap-9969	272	18	difference	difference	NOUN
ap-9969	272	19	,	,	PUNCT
ap-9969	272	20	and	and	CCONJ
ap-9969	272	21	adjusted	adjusted	ADJ
ap-9969	272	22	difference	difference	NOUN
ap-9969	272	23	images	image	NOUN
ap-9969	272	24	.	.	PUNCT
ap-9969	273	1	the	the	DET
ap-9969	273	2	adjustment	adjustment	NOUN
ap-9969	273	3	is	be	AUX
ap-9969	273	4	performed	perform	VERB
ap-9969	273	5	within	within	ADP
ap-9969	273	6	2	2	NUM
ap-9969	273	7	·	·	PUNCT
ap-9969	273	8	fwhm	fwhm	NOUN
ap-9969	273	9	×	×	NOUN
ap-9969	273	10	2	2	NUM
ap-9969	273	11	·	·	PUNCT
ap-9969	273	12	fwhm	fwhm	NOUN
ap-9969	273	13	central	central	ADJ
ap-9969	273	14	part	part	NOUN
ap-9969	273	15	of	of	ADP
ap-9969	273	16	the	the	DET
ap-9969	273	17	cutout	cutout	NOUN
ap-9969	273	18	only	only	ADV
ap-9969	273	19	.	.	PUNCT
ap-9969	274	1	the	the	DET
ap-9969	274	2	row	row	NOUN
ap-9969	274	3	title	title	NOUN
ap-9969	274	4	shows	show	VERB
ap-9969	274	5	the	the	DET
ap-9969	274	6	values	value	NOUN
ap-9969	274	7	of	of	ADP
ap-9969	274	8	chi2	chi2	NOUN
ap-9969	274	9	in	in	ADP
ap-9969	274	10	this	this	DET
ap-9969	274	11	region	region	NOUN
ap-9969	274	12	before	before	ADP
ap-9969	274	13	and	and	CCONJ
ap-9969	274	14	after	after	ADP
ap-9969	274	15	the	the	DET
ap-9969	274	16	adjustment	adjustment	NOUN
ap-9969	274	17	,	,	PUNCT
ap-9969	274	18	determined	determine	VERB
ap-9969	274	19	positional	positional	ADJ
ap-9969	274	20	shift	shift	NOUN
ap-9969	274	21	,	,	PUNCT
ap-9969	274	22	and	and	CCONJ
ap-9969	274	23	flux	flux	VERB
ap-9969	274	24	scaling	scaling	NOUN
ap-9969	274	25	.	.	PUNCT
ap-9969	275	1	controls	control	NOUN
ap-9969	275	2	and	and	CCONJ
ap-9969	275	3	diagnostic	diagnostic	ADJ
ap-9969	275	4	outputs	output	NOUN
ap-9969	275	5	.	.	PUNCT
ap-9969	276	1	it	it	PRON
ap-9969	276	2	is	be	AUX
ap-9969	276	3	intended	intend	VERB
ap-9969	276	4	to	to	PART
ap-9969	276	5	be	be	AUX
ap-9969	276	6	used	use	VERB
ap-9969	276	7	both	both	PRON
ap-9969	276	8	as	as	ADP
ap-9969	276	9	a	a	DET
ap-9969	276	10	simple	simple	ADJ
ap-9969	276	11	user	user	NOUN
ap-9969	276	12	-	-	PUNCT
ap-9969	276	13	level	level	NOUN
ap-9969	276	14	tool	tool	NOUN
ap-9969	276	15	,	,	PUNCT
ap-9969	276	16	and	and	CCONJ
ap-9969	276	17	as	as	ADP
ap-9969	276	18	a	a	DET
ap-9969	276	19	part	part	NOUN
ap-9969	276	20	of	of	ADP
ap-9969	276	21	data	datum	NOUN
ap-9969	276	22	infrastructure	infrastructure	NOUN
ap-9969	276	23	of	of	ADP
ap-9969	276	24	projects	project	NOUN
ap-9969	276	25	involving	involve	VERB
ap-9969	276	26	diverse	diverse	ADJ
ap-9969	276	27	sets	set	NOUN
ap-9969	276	28	of	of	ADP
ap-9969	276	29	images	image	NOUN
ap-9969	276	30	from	from	ADP
ap-9969	276	31	various	various	ADJ
ap-9969	276	32	sources	source	NOUN
ap-9969	276	33	such	such	ADJ
ap-9969	276	34	as	as	ADP
ap-9969	276	35	telescope	telescope	NOUN
ap-9969	276	36	networks	network	NOUN
ap-9969	276	37	.	.	PUNCT
ap-9969	277	1	it	it	PRON
ap-9969	277	2	is	be	AUX
ap-9969	277	3	already	already	ADV
ap-9969	277	4	deployed	deploy	VERB
ap-9969	277	5	as	as	ADP
ap-9969	277	6	a	a	DET
ap-9969	277	7	standard	standard	ADJ
ap-9969	277	8	image	image	NOUN
ap-9969	277	9	processing	processing	NOUN
ap-9969	277	10	tool	tool	NOUN
ap-9969	277	11	within	within	ADP
ap-9969	277	12	grandma	grandma	NOUN
ap-9969	277	13	network	network	NOUN
ap-9969	277	14	[	[	X
ap-9969	277	15	5–7	5–7	X
ap-9969	277	16	]	]	PUNCT
ap-9969	277	17	.	.	PUNCT
ap-9969	278	1	the	the	DET
ap-9969	278	2	niche	niche	NOUN
ap-9969	278	3	occupied	occupy	VERB
ap-9969	278	4	by	by	ADP
ap-9969	278	5	stdweb	stdweb	ADJ
ap-9969	278	6	lies	lie	NOUN
ap-9969	278	7	between	between	ADP
ap-9969	278	8	the	the	DET
ap-9969	278	9	diverse	diverse	ADJ
ap-9969	278	10	group	group	NOUN
ap-9969	278	11	of	of	ADP
ap-9969	278	12	lower	low	ADJ
ap-9969	278	13	-	-	PUNCT
ap-9969	278	14	level	level	NOUN
ap-9969	278	15	utilities	utility	NOUN
ap-9969	278	16	and	and	CCONJ
ap-9969	278	17	libraries	library	NOUN
ap-9969	278	18	,	,	PUNCT
ap-9969	278	19	such	such	ADJ
ap-9969	278	20	as	as	ADP
ap-9969	278	21	sextractor	sextractor	NOUN
ap-9969	278	22	[	[	X
ap-9969	278	23	11	11	NUM
ap-9969	278	24	]	]	PUNCT
ap-9969	278	25	,	,	PUNCT
ap-9969	278	26	daophot	daophot	ADJ
ap-9969	278	27	[	[	X
ap-9969	278	28	10	10	NUM
ap-9969	278	29	]	]	PUNCT
ap-9969	278	30	or	or	CCONJ
ap-9969	278	31	photutils	photutil	NOUN
ap-9969	278	32	[	[	PUNCT
ap-9969	278	33	13	13	NUM
ap-9969	278	34	]	]	PUNCT
ap-9969	278	35	,	,	PUNCT
ap-9969	278	36	and	and	CCONJ
ap-9969	278	37	powerful	powerful	ADJ
ap-9969	278	38	but	but	CCONJ
ap-9969	278	39	complicated	complicated	ADJ
ap-9969	278	40	integrated	integrated	ADJ
ap-9969	278	41	environments	environment	NOUN
ap-9969	278	42	such	such	ADJ
ap-9969	278	43	as	as	ADP
ap-9969	278	44	iraf	iraf	NOUN
ap-9969	278	45	[	[	X
ap-9969	278	46	9	9	NUM
ap-9969	278	47	]	]	PUNCT
ap-9969	278	48	,	,	PUNCT
ap-9969	278	49	and	and	CCONJ
ap-9969	278	50	is	be	AUX
ap-9969	278	51	closer	close	ADJ
ap-9969	278	52	to	to	ADP
ap-9969	278	53	more	more	ADV
ap-9969	278	54	specialised	specialised	ADJ
ap-9969	278	55	batch	batch	NOUN
ap-9969	278	56	processing	processing	NOUN
ap-9969	278	57	pipelines	pipeline	NOUN
ap-9969	278	58	,	,	PUNCT
ap-9969	278	59	such	such	ADJ
ap-9969	278	60	as	as	ADP
ap-9969	278	61	autophot	autophot	NOUN
ap-9969	278	62	[	[	X
ap-9969	278	63	55	55	NUM
ap-9969	278	64	]	]	PUNCT
ap-9969	278	65	,	,	PUNCT
ap-9969	278	66	photometrypipeline	photometrypipeline	NOUN
ap-9969	278	67	[	[	X
ap-9969	278	68	56	56	NUM
ap-9969	278	69	]	]	PUNCT
ap-9969	278	70	,	,	PUNCT
ap-9969	278	71	or	or	CCONJ
ap-9969	278	72	vast	vast	ADJ
ap-9969	278	73	[	[	X
ap-9969	278	74	57	57	NUM
ap-9969	278	75	]	]	PUNCT
ap-9969	278	76	,	,	PUNCT
ap-9969	278	77	that	that	PRON
ap-9969	278	78	aim	aim	VERB
ap-9969	278	79	to	to	PART
ap-9969	278	80	solve	solve	VERB
ap-9969	278	81	some	some	DET
ap-9969	278	82	specific	specific	ADJ
ap-9969	278	83	task	task	NOUN
ap-9969	278	84	in	in	ADP
ap-9969	278	85	an	an	DET
ap-9969	278	86	automated	automate	VERB
ap-9969	278	87	manner	manner	NOUN
ap-9969	278	88	.	.	PUNCT
ap-9969	279	1	however	however	ADV
ap-9969	279	2	,	,	PUNCT
ap-9969	279	3	due	due	ADP
ap-9969	279	4	to	to	ADP
ap-9969	279	5	its	its	PRON
ap-9969	279	6	flexibility	flexibility	NOUN
ap-9969	279	7	and	and	CCONJ
ap-9969	279	8	interactivity	interactivity	NOUN
ap-9969	279	9	,	,	PUNCT
ap-9969	279	10	stdweb	stdweb	PROPN
ap-9969	279	11	is	be	AUX
ap-9969	279	12	also	also	ADV
ap-9969	279	13	similar	similar	ADJ
ap-9969	279	14	to	to	ADP
ap-9969	279	15	much	much	ADV
ap-9969	279	16	more	more	ADJ
ap-9969	279	17	user	user	NOUN
ap-9969	279	18	-	-	PUNCT
ap-9969	279	19	friendly	friendly	ADJ
ap-9969	279	20	gui	gui	NOUN
ap-9969	279	21	-	-	PUNCT
ap-9969	279	22	based	base	VERB
ap-9969	279	23	packages	package	NOUN
ap-9969	279	24	,	,	PUNCT
ap-9969	279	25	such	such	ADJ
ap-9969	279	26	as	as	ADP
ap-9969	279	27	astroimagej	astroimagej	ADJ
ap-9969	279	28	[	[	X
ap-9969	279	29	58	58	NUM
ap-9969	279	30	]	]	PUNCT
ap-9969	279	31	,	,	PUNCT
ap-9969	279	32	aperture	aperture	ADJ
ap-9969	279	33	photometry	photometry	NOUN
ap-9969	279	34	tool	tool	NOUN
ap-9969	279	35	[	[	X
ap-9969	279	36	59	59	NUM
ap-9969	279	37	]	]	PUNCT
ap-9969	279	38	,	,	PUNCT
ap-9969	279	39	pixinsight	pixinsight	VERB
ap-9969	279	40	[	[	X
ap-9969	279	41	60	60	NUM
ap-9969	279	42	]	]	PUNCT
ap-9969	279	43	,	,	PUNCT
ap-9969	279	44	or	or	CCONJ
ap-9969	279	45	sips	sip	NOUN
ap-9969	279	46	[	[	X
ap-9969	279	47	61	61	NUM
ap-9969	279	48	]	]	PUNCT
ap-9969	279	49	.	.	PUNCT
ap-9969	280	1	in	in	ADP
ap-9969	280	2	contrast	contrast	NOUN
ap-9969	280	3	to	to	ADP
ap-9969	280	4	them	they	PRON
ap-9969	280	5	,	,	PUNCT
ap-9969	280	6	stdweb	stdweb	PROPN
ap-9969	280	7	does	do	AUX
ap-9969	280	8	not	not	PART
ap-9969	280	9	have	have	VERB
ap-9969	280	10	advanced	advanced	ADJ
ap-9969	280	11	image	image	NOUN
ap-9969	280	12	stacking	stacking	NOUN
ap-9969	280	13	or	or	CCONJ
ap-9969	280	14	processing	processing	NOUN
ap-9969	280	15	capabilities	capability	NOUN
ap-9969	280	16	and	and	CCONJ
ap-9969	280	17	does	do	AUX
ap-9969	280	18	not	not	PART
ap-9969	280	19	support	support	VERB
ap-9969	280	20	image	image	NOUN
ap-9969	280	21	sequence	sequence	NOUN
ap-9969	280	22	analysis	analysis	NOUN
ap-9969	280	23	that	that	PRON
ap-9969	280	24	is	be	AUX
ap-9969	280	25	critical	critical	ADJ
ap-9969	280	26	for	for	ADP
ap-9969	280	27	variable	variable	ADJ
ap-9969	280	28	stars	star	NOUN
ap-9969	280	29	photometry	photometry	NOUN
ap-9969	280	30	(	(	PUNCT
ap-9969	280	31	typical	typical	ADJ
ap-9969	280	32	application	application	NOUN
ap-9969	280	33	field	field	NOUN
ap-9969	280	34	of	of	ADP
ap-9969	280	35	these	these	DET
ap-9969	280	36	packages	package	NOUN
ap-9969	280	37	)	)	PUNCT
ap-9969	280	38	,	,	PUNCT
ap-9969	280	39	but	but	CCONJ
ap-9969	280	40	,	,	PUNCT
ap-9969	280	41	it	it	PRON
ap-9969	280	42	is	be	AUX
ap-9969	280	43	a	a	DET
ap-9969	280	44	web	web	NOUN
ap-9969	280	45	application	application	NOUN
ap-9969	280	46	focused	focus	VERB
ap-9969	280	47	more	more	ADV
ap-9969	280	48	on	on	ADP
ap-9969	280	49	transient	transient	ADJ
ap-9969	280	50	detection	detection	NOUN
ap-9969	280	51	and	and	CCONJ
ap-9969	280	52	accurate	accurate	ADJ
ap-9969	280	53	ensemble	ensemble	ADJ
ap-9969	280	54	photometry	photometry	NOUN
ap-9969	280	55	of	of	ADP
ap-9969	280	56	a	a	DET
ap-9969	280	57	single	single	ADJ
ap-9969	280	58	image	image	NOUN
ap-9969	280	59	that	that	PRON
ap-9969	280	60	does	do	AUX
ap-9969	280	61	not	not	PART
ap-9969	280	62	require	require	VERB
ap-9969	280	63	local	local	ADJ
ap-9969	280	64	installation	installation	NOUN
ap-9969	280	65	and	and	CCONJ
ap-9969	280	66	is	be	AUX
ap-9969	280	67	accessible	accessible	ADJ
ap-9969	280	68	from	from	ADP
ap-9969	280	69	any	any	DET
ap-9969	280	70	device	device	NOUN
ap-9969	280	71	.	.	PUNCT
ap-9969	281	1	moreover	moreover	ADV
ap-9969	281	2	,	,	PUNCT
ap-9969	281	3	stdweb	stdweb	PROPN
ap-9969	281	4	is	be	AUX
ap-9969	281	5	open	open	ADJ
ap-9969	281	6	source	source	NOUN
ap-9969	281	7	and	and	CCONJ
ap-9969	281	8	can	can	AUX
ap-9969	281	9	be	be	AUX
ap-9969	281	10	easily	easily	ADV
ap-9969	281	11	deployed	deploy	VERB
ap-9969	281	12	and	and	CCONJ
ap-9969	281	13	adapted	adapt	VERB
ap-9969	281	14	for	for	ADP
ap-9969	281	15	specific	specific	ADJ
ap-9969	281	16	tasks	task	NOUN
ap-9969	281	17	and	and	CCONJ
ap-9969	281	18	project	project	NOUN
ap-9969	281	19	environments	environment	NOUN
ap-9969	281	20	,	,	PUNCT
ap-9969	281	21	as	as	SCONJ
ap-9969	281	22	opposed	oppose	VERB
ap-9969	281	23	to	to	ADP
ap-9969	281	24	,	,	PUNCT
ap-9969	281	25	for	for	ADP
ap-9969	281	26	example	example	NOUN
ap-9969	281	27	,	,	PUNCT
ap-9969	281	28	the	the	DET
ap-9969	281	29	proprietary	proprietary	ADJ
ap-9969	281	30	aavso	aavso	NOUN
ap-9969	281	31	vphot	vphot	NOUN
ap-9969	281	32	[	[	X
ap-9969	281	33	62	62	NUM
ap-9969	281	34	]	]	PUNCT
ap-9969	281	35	web	web	NOUN
ap-9969	281	36	tool	tool	NOUN
ap-9969	281	37	.	.	PUNCT
ap-9969	282	1	61	61	NUM
ap-9969	282	2	sergey	sergey	PROPN
ap-9969	282	3	karpov	karpov	PROPN
ap-9969	282	4	acta	acta	PROPN
ap-9969	282	5	polytechnica	polytechnica	PROPN
ap-9969	282	6	while	while	SCONJ
ap-9969	282	7	already	already	ADV
ap-9969	282	8	feature	feature	VERB
ap-9969	282	9	complete	complete	ADJ
ap-9969	282	10	,	,	PUNCT
ap-9969	282	11	the	the	DET
ap-9969	282	12	code	code	NOUN
ap-9969	282	13	of	of	ADP
ap-9969	282	14	stdweb	stdweb	PROPN
ap-9969	282	15	continues	continue	VERB
ap-9969	282	16	being	be	AUX
ap-9969	282	17	actively	actively	ADV
ap-9969	282	18	developed	develop	VERB
ap-9969	282	19	.	.	PUNCT
ap-9969	283	1	directions	direction	NOUN
ap-9969	283	2	for	for	ADP
ap-9969	283	3	future	future	ADJ
ap-9969	283	4	improvements	improvement	NOUN
ap-9969	283	5	include	include	VERB
ap-9969	283	6	overcoming	overcome	VERB
ap-9969	283	7	some	some	PRON
ap-9969	283	8	of	of	ADP
ap-9969	283	9	its	its	PRON
ap-9969	283	10	shortcomings	shortcoming	NOUN
ap-9969	283	11	listed	list	VERB
ap-9969	283	12	above	above	ADV
ap-9969	283	13	,	,	PUNCT
ap-9969	283	14	such	such	ADJ
ap-9969	283	15	as	as	ADP
ap-9969	283	16	better	well	ADJ
ap-9969	283	17	crossimage	crossimage	ADJ
ap-9969	283	18	analysis	analysis	NOUN
ap-9969	283	19	that	that	PRON
ap-9969	283	20	is	be	AUX
ap-9969	283	21	important	important	ADJ
ap-9969	283	22	both	both	PRON
ap-9969	283	23	for	for	ADP
ap-9969	283	24	checking	check	VERB
ap-9969	283	25	whether	whether	SCONJ
ap-9969	283	26	the	the	DET
ap-9969	283	27	detected	detect	VERB
ap-9969	283	28	transient	transient	ADJ
ap-9969	283	29	candidates	candidate	NOUN
ap-9969	283	30	are	be	AUX
ap-9969	283	31	real	real	ADJ
ap-9969	283	32	,	,	PUNCT
ap-9969	283	33	and	and	CCONJ
ap-9969	283	34	a	a	DET
ap-9969	283	35	quick	quick	ADJ
ap-9969	283	36	examination	examination	NOUN
ap-9969	283	37	of	of	ADP
ap-9969	283	38	their	their	PRON
ap-9969	283	39	temporal	temporal	ADJ
ap-9969	283	40	behaviour	behaviour	NOUN
ap-9969	283	41	,	,	PUNCT
ap-9969	283	42	better	well	ADJ
ap-9969	283	43	rejection	rejection	NOUN
ap-9969	283	44	of	of	ADP
ap-9969	283	45	image	image	NOUN
ap-9969	283	46	artefacts	artefact	NOUN
ap-9969	283	47	,	,	PUNCT
ap-9969	283	48	and	and	CCONJ
ap-9969	283	49	some	some	PRON
ap-9969	283	50	of	of	ADP
ap-9969	283	51	the	the	DET
ap-9969	283	52	advanced	advanced	ADJ
ap-9969	283	53	image	image	NOUN
ap-9969	283	54	pre	pre	ADJ
ap-9969	283	55	-	-	ADJ
ap-9969	283	56	processing	processing	ADJ
ap-9969	283	57	algorithms	algorithm	NOUN
ap-9969	283	58	for	for	ADP
ap-9969	283	59	removing	remove	VERB
ap-9969	283	60	low	low	ADJ
ap-9969	283	61	-	-	PUNCT
ap-9969	283	62	frequency	frequency	NOUN
ap-9969	283	63	contaminations	contamination	NOUN
ap-9969	283	64	,	,	PUNCT
ap-9969	283	65	such	such	ADJ
ap-9969	283	66	as	as	ADP
ap-9969	283	67	fringes	fringe	NOUN
ap-9969	283	68	or	or	CCONJ
ap-9969	283	69	nebulous	nebulous	ADJ
ap-9969	283	70	background	background	NOUN
ap-9969	283	71	components	component	NOUN
ap-9969	283	72	.	.	PUNCT
ap-9969	284	1	another	another	DET
ap-9969	284	2	direction	direction	NOUN
ap-9969	284	3	is	be	AUX
ap-9969	284	4	the	the	DET
ap-9969	284	5	inclusion	inclusion	NOUN
ap-9969	284	6	of	of	ADP
ap-9969	284	7	psf	psf	NOUN
ap-9969	284	8	photometry	photometry	NOUN
ap-9969	284	9	when	when	SCONJ
ap-9969	284	10	it	it	PRON
ap-9969	284	11	is	be	AUX
ap-9969	284	12	appropriate	appropriate	ADJ
ap-9969	284	13	,	,	PUNCT
ap-9969	284	14	as	as	ADV
ap-9969	284	15	well	well	ADV
ap-9969	284	16	as	as	ADP
ap-9969	284	17	overall	overall	ADJ
ap-9969	284	18	optimisation	optimisation	NOUN
ap-9969	284	19	of	of	ADP
ap-9969	284	20	the	the	DET
ap-9969	284	21	code	code	NOUN
ap-9969	284	22	so	so	SCONJ
ap-9969	284	23	that	that	SCONJ
ap-9969	284	24	it	it	PRON
ap-9969	284	25	is	be	AUX
ap-9969	284	26	usable	usable	ADJ
ap-9969	284	27	even	even	ADV
ap-9969	284	28	on	on	ADP
ap-9969	284	29	very	very	ADV
ap-9969	284	30	large	large	ADJ
ap-9969	284	31	images	image	NOUN
ap-9969	284	32	with	with	ADP
ap-9969	284	33	many	many	ADJ
ap-9969	284	34	undersampled	undersampled	ADJ
ap-9969	284	35	stars	star	NOUN
ap-9969	284	36	,	,	PUNCT
ap-9969	284	37	such	such	ADJ
ap-9969	284	38	as	as	ADP
ap-9969	284	39	the	the	DET
ap-9969	284	40	ones	one	NOUN
ap-9969	284	41	produced	produce	VERB
ap-9969	284	42	by	by	ADP
ap-9969	284	43	wide	wide	ADJ
ap-9969	284	44	-	-	PUNCT
ap-9969	284	45	field	field	NOUN
ap-9969	284	46	sky	sky	NOUN
ap-9969	284	47	survey	survey	NOUN
ap-9969	284	48	telescopes	telescope	NOUN
ap-9969	284	49	.	.	PUNCT
ap-9969	285	1	the	the	DET
ap-9969	285	2	user	user	NOUN
ap-9969	285	3	interface	interface	NOUN
ap-9969	285	4	is	be	AUX
ap-9969	285	5	also	also	ADV
ap-9969	285	6	the	the	DET
ap-9969	285	7	subject	subject	NOUN
ap-9969	285	8	of	of	ADP
ap-9969	285	9	future	future	ADJ
ap-9969	285	10	improvements	improvement	NOUN
ap-9969	285	11	,	,	PUNCT
ap-9969	285	12	especially	especially	ADV
ap-9969	285	13	in	in	ADP
ap-9969	285	14	the	the	DET
ap-9969	285	15	part	part	NOUN
ap-9969	285	16	related	relate	VERB
ap-9969	285	17	to	to	ADP
ap-9969	285	18	quick	quick	ADJ
ap-9969	285	19	visual	visual	ADJ
ap-9969	285	20	checking	checking	NOUN
ap-9969	285	21	of	of	ADP
ap-9969	285	22	the	the	DET
ap-9969	285	23	transient	transient	ADJ
ap-9969	285	24	candidates	candidate	NOUN
ap-9969	285	25	,	,	PUNCT
ap-9969	285	26	by	by	ADP
ap-9969	285	27	,	,	PUNCT
ap-9969	285	28	for	for	ADP
ap-9969	285	29	example	example	NOUN
ap-9969	285	30	,	,	PUNCT
ap-9969	285	31	allowing	allow	VERB
ap-9969	285	32	a	a	DET
ap-9969	285	33	quick	quick	ADJ
ap-9969	285	34	access	access	NOUN
ap-9969	285	35	to	to	ADP
ap-9969	285	36	sky	sky	NOUN
ap-9969	285	37	atlas	atlas	PROPN
ap-9969	285	38	images	image	NOUN
ap-9969	285	39	and	and	CCONJ
ap-9969	285	40	known	know	VERB
ap-9969	285	41	catalogue	catalogue	NOUN
ap-9969	285	42	objects	object	NOUN
ap-9969	285	43	around	around	ADP
ap-9969	285	44	them	they	PRON
ap-9969	285	45	,	,	PUNCT
ap-9969	285	46	lists	list	NOUN
ap-9969	285	47	of	of	ADP
ap-9969	285	48	nearby	nearby	ADJ
ap-9969	285	49	transients	transient	NOUN
ap-9969	285	50	from	from	ADP
ap-9969	285	51	transients	transient	NOUN
ap-9969	285	52	name	name	NOUN
ap-9969	285	53	server	server	NOUN
ap-9969	285	54	[	[	X
ap-9969	285	55	33	33	NUM
ap-9969	285	56	]	]	PUNCT
ap-9969	285	57	and	and	CCONJ
ap-9969	285	58	alert	alert	ADJ
ap-9969	285	59	brokers	broker	NOUN
ap-9969	285	60	such	such	ADJ
ap-9969	285	61	as	as	ADP
ap-9969	285	62	fink	fink	NOUN
ap-9969	285	63	[	[	X
ap-9969	285	64	63	63	NUM
ap-9969	285	65	]	]	PUNCT
ap-9969	285	66	.	.	PUNCT
ap-9969	286	1	the	the	DET
ap-9969	286	2	code	code	NOUN
ap-9969	286	3	of	of	ADP
ap-9969	286	4	stdweb	stdweb	PROPN
ap-9969	286	5	is	be	AUX
ap-9969	286	6	publicly	publicly	ADV
ap-9969	286	7	available	available	ADJ
ap-9969	286	8	,	,	PUNCT
ap-9969	286	9	along	along	ADP
ap-9969	286	10	with	with	ADP
ap-9969	286	11	detailed	detailed	ADJ
ap-9969	286	12	installation	installation	NOUN
ap-9969	286	13	and	and	CCONJ
ap-9969	286	14	deployment	deployment	NOUN
ap-9969	286	15	instructions	instruction	NOUN
ap-9969	286	16	,	,	PUNCT
ap-9969	286	17	on	on	ADP
ap-9969	286	18	github	github	NOUN
ap-9969	286	19	at	at	ADP
ap-9969	286	20	[	[	X
ap-9969	286	21	18	18	NUM
ap-9969	286	22	]	]	PUNCT
ap-9969	286	23	.	.	PUNCT
ap-9969	287	1	acknowledgements	acknowledgement	NOUN
ap-9969	287	2	this	this	DET
ap-9969	287	3	work	work	NOUN
ap-9969	287	4	was	be	AUX
ap-9969	287	5	co	co	VERB
ap-9969	287	6	-	-	VERB
ap-9969	287	7	funded	fund	VERB
ap-9969	287	8	by	by	ADP
ap-9969	287	9	the	the	DET
ap-9969	287	10	eu	eu	PROPN
ap-9969	287	11	and	and	CCONJ
ap-9969	287	12	supported	support	VERB
ap-9969	287	13	by	by	ADP
ap-9969	287	14	the	the	DET
ap-9969	287	15	czech	czech	PROPN
ap-9969	287	16	ministry	ministry	PROPN
ap-9969	287	17	of	of	ADP
ap-9969	287	18	education	education	PROPN
ap-9969	287	19	,	,	PUNCT
ap-9969	287	20	youth	youth	NOUN
ap-9969	287	21	and	and	CCONJ
ap-9969	287	22	sports	sport	NOUN
ap-9969	287	23	through	through	ADP
ap-9969	287	24	the	the	DET
ap-9969	287	25	project	project	NOUN
ap-9969	287	26	cz.02.01.01/00/22_008/0004596	cz.02.01.01/00/22_008/0004596	ADP
ap-9969	287	27	(	(	PUNCT
ap-9969	287	28	sendiso	sendiso	NOUN
ap-9969	287	29	)	)	PUNCT
ap-9969	287	30	.	.	PUNCT
ap-9969	288	1	this	this	DET
ap-9969	288	2	research	research	NOUN
ap-9969	288	3	made	make	VERB
ap-9969	288	4	use	use	NOUN
ap-9969	288	5	of	of	ADP
ap-9969	288	6	astropy	astropy	NOUN
ap-9969	288	7	,	,	PUNCT
ap-9969	288	8	a	a	DET
ap-9969	288	9	community	community	NOUN
ap-9969	288	10	-	-	PUNCT
ap-9969	288	11	developed	develop	VERB
ap-9969	288	12	core	core	NOUN
ap-9969	288	13	python	python	NOUN
ap-9969	288	14	package	package	NOUN
ap-9969	288	15	for	for	ADP
ap-9969	288	16	astronomy	astronomy	NOUN
ap-9969	288	17	[	[	X
ap-9969	288	18	12	12	NUM
ap-9969	288	19	]	]	PUNCT
ap-9969	288	20	.	.	PUNCT
ap-9969	289	1	this	this	DET
ap-9969	289	2	research	research	NOUN
ap-9969	289	3	made	make	VERB
ap-9969	289	4	use	use	NOUN
ap-9969	289	5	of	of	ADP
ap-9969	289	6	photutils	photutil	NOUN
ap-9969	289	7	,	,	PUNCT
ap-9969	289	8	an	an	DET
ap-9969	289	9	astropy	astropy	NOUN
ap-9969	289	10	package	package	NOUN
ap-9969	289	11	for	for	ADP
ap-9969	289	12	the	the	DET
ap-9969	289	13	detection	detection	NOUN
ap-9969	289	14	and	and	CCONJ
ap-9969	289	15	photometry	photometry	NOUN
ap-9969	289	16	of	of	ADP
ap-9969	289	17	astronomical	astronomical	ADJ
ap-9969	289	18	sources	source	NOUN
ap-9969	289	19	[	[	X
ap-9969	289	20	13	13	NUM
ap-9969	289	21	]	]	PUNCT
ap-9969	289	22	.	.	PUNCT
ap-9969	290	1	this	this	DET
ap-9969	290	2	research	research	NOUN
ap-9969	290	3	made	make	VERB
ap-9969	290	4	use	use	NOUN
ap-9969	290	5	of	of	ADP
ap-9969	290	6	the	the	DET
ap-9969	290	7	data	datum	NOUN
ap-9969	290	8	provided	provide	VERB
ap-9969	290	9	by	by	ADP
ap-9969	290	10	astrometry.net	astrometry.net	X
ap-9969	290	11	[	[	X
ap-9969	290	12	17	17	NUM
ap-9969	290	13	]	]	PUNCT
ap-9969	290	14	.	.	PUNCT
ap-9969	291	1	this	this	DET
ap-9969	291	2	research	research	NOUN
ap-9969	291	3	made	make	VERB
ap-9969	291	4	use	use	NOUN
ap-9969	291	5	of	of	ADP
ap-9969	291	6	hips2fits	hips2fit	NOUN
ap-9969	291	7	[	[	X
ap-9969	291	8	46	46	NUM
ap-9969	291	9	]	]	PUNCT
ap-9969	291	10	,	,	PUNCT
ap-9969	291	11	a	a	DET
ap-9969	291	12	service	service	NOUN
ap-9969	291	13	provided	provide	VERB
ap-9969	291	14	by	by	ADP
ap-9969	291	15	cds	cd	NOUN
ap-9969	291	16	.	.	PUNCT
ap-9969	292	1	references	reference	NOUN
ap-9969	292	2	[	[	X
ap-9969	292	3	1	1	NUM
ap-9969	292	4	]	]	X
ap-9969	292	5	y.	y.	PROPN
ap-9969	292	6	cao	cao	PROPN
ap-9969	292	7	,	,	PUNCT
ap-9969	292	8	p.	p.	PROPN
ap-9969	292	9	e.	e.	PROPN
ap-9969	292	10	nugent	nugent	PROPN
ap-9969	292	11	,	,	PUNCT
ap-9969	292	12	m.	m.	NOUN
ap-9969	292	13	m.	m.	NOUN
ap-9969	292	14	kasliwal	kasliwal	PROPN
ap-9969	292	15	.	.	PUNCT
ap-9969	293	1	intermediate	intermediate	ADJ
ap-9969	293	2	palomar	palomar	PROPN
ap-9969	293	3	transient	transient	PROPN
ap-9969	293	4	factory	factory	NOUN
ap-9969	293	5	:	:	PUNCT
ap-9969	293	6	realtime	realtime	ADJ
ap-9969	293	7	image	image	NOUN
ap-9969	293	8	subtraction	subtraction	NOUN
ap-9969	293	9	pipeline	pipeline	NOUN
ap-9969	293	10	.	.	PUNCT
ap-9969	294	1	publications	publication	NOUN
ap-9969	294	2	of	of	ADP
ap-9969	294	3	the	the	DET
ap-9969	294	4	astronomical	astronomical	ADJ
ap-9969	294	5	society	society	NOUN
ap-9969	294	6	of	of	ADP
ap-9969	294	7	the	the	DET
ap-9969	294	8	pacific	pacific	PROPN
ap-9969	294	9	128(969):114502	128(969):114502	NUM
ap-9969	294	10	,	,	PUNCT
ap-9969	294	11	2016	2016	NUM
ap-9969	294	12	.	.	PUNCT
ap-9969	295	1	https	https	NOUN
ap-9969	295	2	:	:	PUNCT
ap-9969	295	3	//doi.org/10.1088/1538	//doi.org/10.1088/1538	ADJ
ap-9969	295	4	-	-	PUNCT
ap-9969	295	5	3873/128/969/114502	3873/128/969/114502	PRON
ap-9969	296	1	[	[	X
ap-9969	296	2	2	2	NUM
ap-9969	296	3	]	]	PUNCT
ap-9969	296	4	e.	e.	PROPN
ap-9969	296	5	c.	c.	PROPN
ap-9969	296	6	bellm	bellm	PROPN
ap-9969	296	7	,	,	PUNCT
ap-9969	296	8	s.	s.	PROPN
ap-9969	296	9	r.	r.	PROPN
ap-9969	296	10	kulkarni	kulkarni	PROPN
ap-9969	296	11	,	,	PUNCT
ap-9969	296	12	m.	m.	PROPN
ap-9969	296	13	j.	j.	PROPN
ap-9969	296	14	graham	graham	PROPN
ap-9969	296	15	,	,	PUNCT
ap-9969	296	16	et	et	PROPN
ap-9969	296	17	al	al	PROPN
ap-9969	296	18	.	.	PUNCT
ap-9969	297	1	the	the	DET
ap-9969	297	2	zwicky	zwicky	PROPN
ap-9969	297	3	transient	transient	PROPN
ap-9969	297	4	facility	facility	NOUN
ap-9969	297	5	:	:	PUNCT
ap-9969	297	6	system	system	NOUN
ap-9969	297	7	overview	overview	NOUN
ap-9969	297	8	,	,	PUNCT
ap-9969	297	9	performance	performance	NOUN
ap-9969	297	10	,	,	PUNCT
ap-9969	297	11	and	and	CCONJ
ap-9969	297	12	first	first	ADJ
ap-9969	297	13	results	result	NOUN
ap-9969	297	14	.	.	PUNCT
ap-9969	298	1	publications	publication	NOUN
ap-9969	298	2	of	of	ADP
ap-9969	298	3	the	the	DET
ap-9969	298	4	astronomical	astronomical	ADJ
ap-9969	298	5	society	society	NOUN
ap-9969	298	6	of	of	ADP
ap-9969	298	7	the	the	DET
ap-9969	298	8	pacific	pacific	PROPN
ap-9969	298	9	131(995):018002	131(995):018002	NUM
ap-9969	298	10	,	,	PUNCT
ap-9969	298	11	2019	2019	NUM
ap-9969	298	12	.	.	PUNCT
ap-9969	299	1	https://doi.org/10.1088/1538-3873/aaecbe	https://doi.org/10.1088/1538-3873/aaecbe	PROPN
ap-9969	299	2	[	[	X
ap-9969	299	3	3	3	X
ap-9969	299	4	]	]	X
ap-9969	299	5	e.	e.	PROPN
ap-9969	299	6	a.	a.	PROPN
ap-9969	299	7	magnier	magnier	PROPN
ap-9969	299	8	,	,	PUNCT
ap-9969	299	9	w.	w.	PROPN
ap-9969	299	10	e.	e.	PROPN
ap-9969	299	11	sweeney	sweeney	PROPN
ap-9969	299	12	,	,	PUNCT
ap-9969	299	13	k.	k.	PROPN
ap-9969	299	14	c.	c.	PROPN
ap-9969	299	15	chambers	chambers	PROPN
ap-9969	299	16	,	,	PUNCT
ap-9969	299	17	et	et	PROPN
ap-9969	299	18	al	al	PROPN
ap-9969	299	19	.	.	PROPN
ap-9969	299	20	pan	pan	PROPN
ap-9969	299	21	-	-	PUNCT
ap-9969	299	22	starrs	starrs	PROPN
ap-9969	299	23	pixel	pixel	PROPN
ap-9969	299	24	analysis	analysis	NOUN
ap-9969	299	25	:	:	PUNCT
ap-9969	299	26	source	source	NOUN
ap-9969	299	27	detection	detection	NOUN
ap-9969	299	28	and	and	CCONJ
ap-9969	299	29	characterization	characterization	NOUN
ap-9969	299	30	.	.	PUNCT
ap-9969	300	1	the	the	DET
ap-9969	300	2	astrophysical	astrophysical	ADJ
ap-9969	300	3	journal	journal	PROPN
ap-9969	300	4	supplement	supplement	PROPN
ap-9969	300	5	series	series	PROPN
ap-9969	300	6	251(1):5	251(1):5	NOUN
ap-9969	300	7	,	,	PUNCT
ap-9969	300	8	2020	2020	NUM
ap-9969	300	9	.	.	PUNCT
ap-9969	301	1	https://doi.org/10.3847/1538-4365/abb82c	https://doi.org/10.3847/1538-4365/abb82c	X
ap-9969	302	1	[	[	X
ap-9969	302	2	4	4	X
ap-9969	302	3	]	]	X
ap-9969	302	4	d.	d.	PROPN
ap-9969	302	5	steeghs	steeghs	PROPN
ap-9969	302	6	,	,	PUNCT
ap-9969	302	7	d.	d.	PROPN
ap-9969	302	8	k.	k.	PROPN
ap-9969	302	9	galloway	galloway	PROPN
ap-9969	302	10	,	,	PUNCT
ap-9969	302	11	k.	k.	PROPN
ap-9969	302	12	ackley	ackley	PROPN
ap-9969	302	13	,	,	PUNCT
ap-9969	302	14	et	et	PROPN
ap-9969	302	15	al	al	PROPN
ap-9969	302	16	.	.	PUNCT
ap-9969	303	1	the	the	DET
ap-9969	303	2	gravitational	gravitational	ADJ
ap-9969	303	3	-	-	PUNCT
ap-9969	303	4	wave	wave	NOUN
ap-9969	303	5	optical	optical	ADJ
ap-9969	303	6	transient	transient	NOUN
ap-9969	303	7	observer	observer	NOUN
ap-9969	303	8	(	(	PUNCT
ap-9969	303	9	goto	goto	NOUN
ap-9969	303	10	):	):	PUNCT
ap-9969	303	11	prototype	prototype	NOUN
ap-9969	303	12	performance	performance	NOUN
ap-9969	303	13	and	and	CCONJ
ap-9969	303	14	prospects	prospect	NOUN
ap-9969	303	15	for	for	ADP
ap-9969	303	16	transient	transient	ADJ
ap-9969	303	17	science	science	NOUN
ap-9969	303	18	.	.	PUNCT
ap-9969	304	1	monthly	monthly	ADJ
ap-9969	304	2	notices	notice	NOUN
ap-9969	304	3	of	of	ADP
ap-9969	304	4	the	the	DET
ap-9969	304	5	royal	royal	ADJ
ap-9969	304	6	astronomical	astronomical	ADJ
ap-9969	304	7	society	society	NOUN
ap-9969	304	8	511(2):2405–2422	511(2):2405–2422	NOUN
ap-9969	304	9	,	,	PUNCT
ap-9969	304	10	2022	2022	NUM
ap-9969	304	11	.	.	PUNCT
ap-9969	305	1	https://doi.org/10.1093/mnras/stac013	https://doi.org/10.1093/mnras/stac013	NOUN
ap-9969	306	1	[	[	X
ap-9969	306	2	5	5	X
ap-9969	306	3	]	]	PUNCT
ap-9969	306	4	s.	s.	PROPN
ap-9969	306	5	agayeva	agayeva	PROPN
ap-9969	306	6	,	,	PUNCT
ap-9969	306	7	v.	v.	PROPN
ap-9969	306	8	aivazyan	aivazyan	PROPN
ap-9969	306	9	,	,	PUNCT
ap-9969	306	10	s.	s.	PROPN
ap-9969	306	11	alishov	alishov	PROPN
ap-9969	306	12	,	,	PUNCT
ap-9969	306	13	et	et	PROPN
ap-9969	306	14	al	al	PROPN
ap-9969	306	15	.	.	PUNCT
ap-9969	307	1	the	the	DET
ap-9969	307	2	grandma	grandma	NOUN
ap-9969	307	3	network	network	NOUN
ap-9969	307	4	in	in	ADP
ap-9969	307	5	preparation	preparation	NOUN
ap-9969	307	6	for	for	ADP
ap-9969	307	7	the	the	DET
ap-9969	307	8	fourth	fourth	ADJ
ap-9969	307	9	gravitational	gravitational	ADJ
ap-9969	307	10	-	-	PUNCT
ap-9969	307	11	wave	wave	NOUN
ap-9969	307	12	observing	observe	VERB
ap-9969	307	13	run	run	NOUN
ap-9969	307	14	.	.	PUNCT
ap-9969	308	1	in	in	ADP
ap-9969	308	2	d.	d.	PROPN
ap-9969	308	3	s.	s.	PROPN
ap-9969	308	4	adler	adler	PROPN
ap-9969	308	5	,	,	PUNCT
ap-9969	308	6	r.	r.	PROPN
ap-9969	308	7	l.	l.	PROPN
ap-9969	308	8	seaman	seaman	PROPN
ap-9969	308	9	,	,	PUNCT
ap-9969	308	10	c.	c.	PROPN
ap-9969	308	11	r.	r.	PROPN
ap-9969	308	12	benn	benn	PROPN
ap-9969	308	13	(	(	PUNCT
ap-9969	308	14	eds	eds	PROPN
ap-9969	308	15	.	.	PUNCT
ap-9969	308	16	)	)	PUNCT
ap-9969	308	17	,	,	PUNCT
ap-9969	308	18	observatory	observatory	ADJ
ap-9969	308	19	operations	operation	NOUN
ap-9969	308	20	:	:	PUNCT
ap-9969	308	21	strategies	strategy	NOUN
ap-9969	308	22	,	,	PUNCT
ap-9969	308	23	processes	process	NOUN
ap-9969	308	24	,	,	PUNCT
ap-9969	308	25	and	and	CCONJ
ap-9969	308	26	systems	system	NOUN
ap-9969	308	27	ix	ix	ADV
ap-9969	308	28	,	,	PUNCT
ap-9969	308	29	vol	vol	NOUN
ap-9969	308	30	.	.	NOUN
ap-9969	308	31	12186	12186	NUM
ap-9969	308	32	,	,	PUNCT
ap-9969	308	33	p.	p.	NOUN
ap-9969	308	34	121861h	121861h	NUM
ap-9969	308	35	.	.	PUNCT
ap-9969	309	1	international	international	ADJ
ap-9969	309	2	society	society	NOUN
ap-9969	309	3	for	for	ADP
ap-9969	309	4	optics	optic	NOUN
ap-9969	309	5	and	and	CCONJ
ap-9969	309	6	photonics	photonic	NOUN
ap-9969	309	7	,	,	PUNCT
ap-9969	309	8	spie	spie	NOUN
ap-9969	309	9	,	,	PUNCT
ap-9969	309	10	2022	2022	NUM
ap-9969	309	11	.	.	PUNCT
ap-9969	310	1	https://doi.org/10.1117/12.2630240	https://doi.org/10.1117/12.2630240	PROPN
ap-9969	311	1	[	[	X
ap-9969	311	2	6	6	NUM
ap-9969	311	3	]	]	PUNCT
ap-9969	311	4	v.	v.	CCONJ
ap-9969	311	5	aivazyan	aivazyan	ADJ
ap-9969	311	6	,	,	PUNCT
ap-9969	311	7	m.	m.	NOUN
ap-9969	311	8	almualla	almualla	PROPN
ap-9969	311	9	,	,	PUNCT
ap-9969	311	10	s.	s.	PROPN
ap-9969	311	11	antier	antier	PROPN
ap-9969	311	12	,	,	PUNCT
ap-9969	311	13	et	et	PROPN
ap-9969	311	14	al	al	PROPN
ap-9969	311	15	.	.	PUNCT
ap-9969	312	1	grandma	grandma	NOUN
ap-9969	312	2	observations	observation	NOUN
ap-9969	312	3	of	of	ADP
ap-9969	312	4	ztf	ztf	PROPN
ap-9969	312	5	/	/	SYM
ap-9969	312	6	fink	fink	PROPN
ap-9969	312	7	transients	transient	NOUN
ap-9969	312	8	during	during	ADP
ap-9969	312	9	summer	summer	NOUN
ap-9969	312	10	2021	2021	NUM
ap-9969	312	11	.	.	PUNCT
ap-9969	313	1	monthly	monthly	ADJ
ap-9969	313	2	notices	notice	NOUN
ap-9969	313	3	of	of	ADP
ap-9969	313	4	the	the	DET
ap-9969	313	5	royal	royal	ADJ
ap-9969	313	6	astronomical	astronomical	ADJ
ap-9969	313	7	society	society	NOUN
ap-9969	313	8	515(4):6007–6022	515(4):6007–6022	NOUN
ap-9969	313	9	,	,	PUNCT
ap-9969	313	10	2022	2022	NUM
ap-9969	313	11	.	.	PUNCT
ap-9969	314	1	https://doi.org/10.1093/mnras/stac2054	https://doi.org/10.1093/mnras/stac2054	PROPN
ap-9969	315	1	[	[	X
ap-9969	315	2	7	7	NUM
ap-9969	315	3	]	]	X
ap-9969	315	4	i.	i.	NOUN
ap-9969	315	5	tosta	tosta	PROPN
ap-9969	315	6	e	e	PROPN
ap-9969	315	7	melo	melo	PROPN
ap-9969	315	8	,	,	PUNCT
ap-9969	315	9	j.-g	j.-g	PROPN
ap-9969	315	10	.	.	PROPN
ap-9969	315	11	ducoin	ducoin	PROPN
ap-9969	315	12	,	,	PUNCT
ap-9969	315	13	z.	z.	PROPN
ap-9969	315	14	vidadi	vidadi	PROPN
ap-9969	315	15	,	,	PUNCT
ap-9969	315	16	et	et	PROPN
ap-9969	315	17	al	al	PROPN
ap-9969	315	18	.	.	PROPN
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ap-9969	315	20	for	for	ADP
ap-9969	315	21	o4	o4	PROPN
ap-9969	315	22	ii	ii	PROPN
ap-9969	315	23	:	:	PUNCT
ap-9969	315	24	grandma	grandma	NOUN
ap-9969	315	25	observations	observation	NOUN
ap-9969	315	26	of	of	ADP
ap-9969	315	27	swift	swift	ADJ
ap-9969	315	28	grbs	grb	NOUN
ap-9969	315	29	over	over	ADP
ap-9969	315	30	eight	eight	NUM
ap-9969	315	31	weeks	week	NOUN
ap-9969	315	32	in	in	ADP
ap-9969	315	33	spring	spring	NOUN
ap-9969	315	34	2022	2022	NUM
ap-9969	315	35	.	.	PUNCT
ap-9969	316	1	astronomy	astronomy	NOUN
ap-9969	316	2	&	&	CCONJ
ap-9969	316	3	astrophysics	astrophysic	NOUN
ap-9969	316	4	682	682	NUM
ap-9969	316	5	:	:	PUNCT
ap-9969	316	6	a141	a141	NUM
ap-9969	316	7	,	,	PUNCT
ap-9969	316	8	2024	2024	NUM
ap-9969	316	9	.	.	PUNCT
ap-9969	317	1	https://doi.org/10.1051/0004-6361/202347938	https://doi.org/10.1051/0004-6361/202347938	PUNCT
ap-9969	318	1	[	[	X
ap-9969	318	2	8	8	NUM
ap-9969	318	3	]	]	X
ap-9969	318	4	d.	d.	PROPN
ap-9969	318	5	turpin	turpin	PROPN
ap-9969	318	6	.	.	PUNCT
ap-9969	319	1	kilonova	kilonova	NOUN
ap-9969	319	2	-	-	PUNCT
ap-9969	319	3	catcher	catcher	NOUN
ap-9969	319	4	:	:	PUNCT
ap-9969	319	5	a	a	DET
ap-9969	319	6	new	new	ADJ
ap-9969	319	7	citizen	citizen	NOUN
ap-9969	319	8	science	science	NOUN
ap-9969	319	9	project	project	NOUN
ap-9969	319	10	to	to	PART
ap-9969	319	11	explore	explore	VERB
ap-9969	319	12	the	the	DET
ap-9969	319	13	multi	multi	ADJ
ap-9969	319	14	-	-	ADJ
ap-9969	319	15	messenger	messenger	ADJ
ap-9969	319	16	transient	transient	ADJ
ap-9969	319	17	sky	sky	NOUN
ap-9969	319	18	.	.	PUNCT
ap-9969	320	1	in	in	ADP
ap-9969	320	2	j.	j.	PROPN
ap-9969	320	3	richard	richard	PROPN
ap-9969	320	4	,	,	PUNCT
ap-9969	320	5	a.	a.	PROPN
ap-9969	320	6	siebert	siebert	PROPN
ap-9969	320	7	,	,	PUNCT
ap-9969	320	8	e.	e.	PROPN
ap-9969	320	9	lagadec	lagadec	PROPN
ap-9969	320	10	,	,	PUNCT
ap-9969	320	11	et	et	PROPN
ap-9969	320	12	al	al	PROPN
ap-9969	320	13	.	.	PUNCT
ap-9969	320	14	(	(	PUNCT
ap-9969	320	15	eds	ed	NOUN
ap-9969	320	16	.	.	PUNCT
ap-9969	320	17	)	)	PUNCT
ap-9969	320	18	,	,	PUNCT
ap-9969	320	19	sf2a-2022	sf2a-2022	ADP
ap-9969	320	20	:	:	PUNCT
ap-9969	320	21	proceedings	proceeding	NOUN
ap-9969	320	22	of	of	ADP
ap-9969	320	23	the	the	DET
ap-9969	320	24	annual	annual	ADJ
ap-9969	320	25	meeting	meeting	NOUN
ap-9969	320	26	of	of	ADP
ap-9969	320	27	the	the	DET
ap-9969	320	28	french	french	ADJ
ap-9969	320	29	society	society	NOUN
ap-9969	320	30	of	of	ADP
ap-9969	320	31	astronomy	astronomy	NOUN
ap-9969	320	32	and	and	CCONJ
ap-9969	320	33	astrophysics	astrophysic	NOUN
ap-9969	320	34	,	,	PUNCT
ap-9969	320	35	pp	pp	ADJ
ap-9969	320	36	.	.	PUNCT
ap-9969	321	1	153–157	153–157	NUM
ap-9969	321	2	.	.	PUNCT
ap-9969	321	3	2022	2022	NUM
ap-9969	321	4	.	.	PUNCT
ap-9969	322	1	[	[	X
ap-9969	322	2	9	9	NUM
ap-9969	322	3	]	]	X
ap-9969	322	4	d.	d.	PROPN
ap-9969	322	5	tody	tody	PROPN
ap-9969	322	6	.	.	PUNCT
ap-9969	323	1	the	the	DET
ap-9969	323	2	iraf	iraf	PROPN
ap-9969	323	3	data	datum	NOUN
ap-9969	323	4	reduction	reduction	NOUN
ap-9969	323	5	and	and	CCONJ
ap-9969	323	6	analysis	analysis	NOUN
ap-9969	323	7	system	system	NOUN
ap-9969	323	8	.	.	PUNCT
ap-9969	324	1	in	in	ADP
ap-9969	324	2	d.	d.	PROPN
ap-9969	324	3	l.	l.	PROPN
ap-9969	324	4	crawford	crawford	PROPN
ap-9969	324	5	(	(	PUNCT
ap-9969	324	6	ed	ed	NOUN
ap-9969	324	7	.	.	PUNCT
ap-9969	324	8	)	)	PUNCT
ap-9969	324	9	,	,	PUNCT
ap-9969	324	10	instrumentation	instrumentation	NOUN
ap-9969	324	11	in	in	ADP
ap-9969	324	12	astronomy	astronomy	PROPN
ap-9969	324	13	vi	vi	PROPN
ap-9969	324	14	,	,	PUNCT
ap-9969	324	15	vol	vol	NOUN
ap-9969	324	16	.	.	PROPN
ap-9969	324	17	627	627	NUM
ap-9969	324	18	,	,	PUNCT
ap-9969	324	19	pp	pp	ADJ
ap-9969	324	20	.	.	PUNCT
ap-9969	325	1	733–748	733–748	NUM
ap-9969	325	2	.	.	PUNCT
ap-9969	326	1	international	international	ADJ
ap-9969	326	2	society	society	NOUN
ap-9969	326	3	for	for	ADP
ap-9969	326	4	optics	optic	NOUN
ap-9969	326	5	and	and	CCONJ
ap-9969	326	6	photonics	photonic	NOUN
ap-9969	326	7	,	,	PUNCT
ap-9969	326	8	spie	spie	NOUN
ap-9969	326	9	,	,	PUNCT
ap-9969	326	10	1986	1986	NUM
ap-9969	326	11	.	.	PUNCT
ap-9969	327	1	https://doi.org/10.1117/12.968154	https://doi.org/10.1117/12.968154	PUNCT
ap-9969	328	1	[	[	X
ap-9969	328	2	10	10	NUM
ap-9969	328	3	]	]	X
ap-9969	328	4	p.	p.	PROPN
ap-9969	328	5	b.	b.	PROPN
ap-9969	328	6	stetson	stetson	PROPN
ap-9969	328	7	.	.	PUNCT
ap-9969	329	1	daophot	daophot	PROPN
ap-9969	329	2	:	:	PUNCT
ap-9969	329	3	a	a	DET
ap-9969	329	4	computer	computer	NOUN
ap-9969	329	5	program	program	NOUN
ap-9969	329	6	for	for	ADP
ap-9969	329	7	crowded	crowded	ADJ
ap-9969	329	8	-	-	PUNCT
ap-9969	329	9	field	field	NOUN
ap-9969	329	10	stellar	stellar	ADJ
ap-9969	329	11	photometry	photometry	NOUN
ap-9969	329	12	.	.	PUNCT
ap-9969	330	1	publications	publication	NOUN
ap-9969	330	2	of	of	ADP
ap-9969	330	3	the	the	DET
ap-9969	330	4	astronomical	astronomical	ADJ
ap-9969	330	5	society	society	NOUN
ap-9969	330	6	of	of	ADP
ap-9969	330	7	the	the	DET
ap-9969	330	8	pacific	pacific	PROPN
ap-9969	330	9	99(613):191	99(613):191	NUM
ap-9969	330	10	,	,	PUNCT
ap-9969	330	11	1987	1987	NUM
ap-9969	330	12	.	.	PUNCT
ap-9969	331	1	https://doi.org/10.1086/131977	https://doi.org/10.1086/131977	PRON
ap-9969	331	2	[	[	X
ap-9969	331	3	11	11	NUM
ap-9969	331	4	]	]	X
ap-9969	331	5	e.	e.	PROPN
ap-9969	331	6	bertin	bertin	PROPN
ap-9969	331	7	,	,	PUNCT
ap-9969	331	8	s.	s.	PROPN
ap-9969	331	9	arnouts	arnouts	PROPN
ap-9969	331	10	.	.	PUNCT
ap-9969	332	1	sextractor	sextractor	NOUN
ap-9969	332	2	:	:	PUNCT
ap-9969	332	3	software	software	NOUN
ap-9969	332	4	for	for	ADP
ap-9969	332	5	source	source	NOUN
ap-9969	332	6	extraction	extraction	NOUN
ap-9969	332	7	.	.	PUNCT
ap-9969	333	1	astronomy	astronomy	NOUN
ap-9969	333	2	and	and	CCONJ
ap-9969	333	3	astrophysics	astrophysic	NOUN
ap-9969	333	4	supplement	supplement	NOUN
ap-9969	333	5	series	series	PROPN
ap-9969	333	6	117(2):393–404	117(2):393–404	NUM
ap-9969	333	7	,	,	PUNCT
ap-9969	333	8	1996	1996	NUM
ap-9969	333	9	.	.	PUNCT
ap-9969	334	1	https://doi.org/10.1051/aas:1996164	https://doi.org/10.1051/aas:1996164	PROPN
ap-9969	335	1	[	[	X
ap-9969	335	2	12	12	NUM
ap-9969	335	3	]	]	X
ap-9969	335	4	the	the	DET
ap-9969	335	5	astropy	astropy	NOUN
ap-9969	335	6	collaboration	collaboration	NOUN
ap-9969	335	7	.	.	PUNCT
ap-9969	336	1	astropy	astropy	VERB
ap-9969	336	2	:	:	PUNCT
ap-9969	336	3	a	a	DET
ap-9969	336	4	community	community	NOUN
ap-9969	336	5	python	python	NOUN
ap-9969	336	6	package	package	NOUN
ap-9969	336	7	for	for	ADP
ap-9969	336	8	astronomy	astronomy	NOUN
ap-9969	336	9	.	.	PUNCT
ap-9969	337	1	astronomy	astronomy	NOUN
ap-9969	337	2	&	&	CCONJ
ap-9969	337	3	astrophysics	astrophysic	NOUN
ap-9969	337	4	558	558	NUM
ap-9969	337	5	:	:	PUNCT
ap-9969	337	6	a33	a33	NOUN
ap-9969	337	7	,	,	PUNCT
ap-9969	337	8	2013	2013	NUM
ap-9969	337	9	.	.	PUNCT
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ap-9969	339	1	[	[	X
ap-9969	339	2	13	13	NUM
ap-9969	339	3	]	]	PUNCT
ap-9969	339	4	l.	l.	PROPN
ap-9969	339	5	bradley	bradley	PROPN
ap-9969	339	6	,	,	PUNCT
ap-9969	339	7	b.	b.	PROPN
ap-9969	339	8	sipőcz	sipőcz	PROPN
ap-9969	339	9	,	,	PUNCT
ap-9969	339	10	t.	t.	PROPN
ap-9969	339	11	robitaille	robitaille	PROPN
ap-9969	339	12	,	,	PUNCT
ap-9969	339	13	et	et	PROPN
ap-9969	339	14	al	al	PROPN
ap-9969	339	15	.	.	PUNCT
ap-9969	339	16	astropy	astropy	NOUN
ap-9969	339	17	/	/	SYM
ap-9969	339	18	photutils	photutil	NOUN
ap-9969	339	19	:	:	PUNCT
ap-9969	339	20	1.0.0	1.0.0	NUM
ap-9969	339	21	,	,	PUNCT
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ap-9969	339	23	.	.	PUNCT
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ap-9969	340	1	[	[	X
ap-9969	340	2	14	14	NUM
ap-9969	340	3	]	]	X
ap-9969	340	4	s.	s.	PROPN
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ap-9969	340	6	,	,	PUNCT
ap-9969	340	7	s.	s.	PROPN
ap-9969	340	8	agayeva	agayeva	PROPN
ap-9969	340	9	,	,	PUNCT
ap-9969	340	10	v.	v.	PROPN
ap-9969	340	11	aivazyan	aivazyan	PROPN
ap-9969	340	12	,	,	PUNCT
ap-9969	340	13	et	et	PROPN
ap-9969	340	14	al	al	PROPN
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ap-9969	341	4	months	month	NOUN
ap-9969	341	5	of	of	ADP
ap-9969	341	6	the	the	DET
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ap-9969	341	8	ligo	ligo	PROPN
ap-9969	341	9	’s	’s	PART
ap-9969	341	10	and	and	CCONJ
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ap-9969	341	12	virgo	virgo	NOUN
ap-9969	341	13	’s	’s	PART
ap-9969	341	14	third	third	ADJ
ap-9969	341	15	observing	observing	NOUN
ap-9969	341	16	run	run	NOUN
ap-9969	341	17	with	with	ADP
ap-9969	341	18	grandma	grandma	NOUN
ap-9969	341	19	.	.	PUNCT
ap-9969	342	1	monthly	monthly	ADJ
ap-9969	342	2	notices	notice	NOUN
ap-9969	342	3	of	of	ADP
ap-9969	342	4	the	the	DET
ap-9969	342	5	royal	royal	ADJ
ap-9969	342	6	astronomical	astronomical	ADJ
ap-9969	342	7	society	society	NOUN
ap-9969	342	8	492(3):3904	492(3):3904	PROPN
ap-9969	342	9	–	–	PUNCT
ap-9969	342	10	3927	3927	NUM
ap-9969	342	11	,	,	PUNCT
ap-9969	342	12	2020	2020	NUM
ap-9969	342	13	.	.	PUNCT
ap-9969	343	1	https://doi.org/10.1093/mnras/stz3142	https://doi.org/10.1093/mnras/stz3142	PROPN
ap-9969	344	1	[	[	X
ap-9969	344	2	15	15	NUM
ap-9969	344	3	]	]	X
ap-9969	344	4	s.	s.	PROPN
ap-9969	344	5	antier	antier	PROPN
ap-9969	344	6	,	,	PUNCT
ap-9969	344	7	s.	s.	PROPN
ap-9969	344	8	agayeva	agayeva	PROPN
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ap-9969	344	10	m.	m.	NOUN
ap-9969	344	11	almualla	almualla	NOUN
ap-9969	344	12	,	,	PUNCT
ap-9969	344	13	et	et	PROPN
ap-9969	344	14	al	al	PROPN
ap-9969	344	15	.	.	PUNCT
ap-9969	345	1	grandma	grandma	NOUN
ap-9969	345	2	observations	observation	NOUN
ap-9969	345	3	of	of	ADP
ap-9969	345	4	advanced	advanced	ADJ
ap-9969	345	5	ligo	ligo	PROPN
ap-9969	345	6	’s	’s	PART
ap-9969	345	7	and	and	CCONJ
ap-9969	345	8	advanced	advanced	ADJ
ap-9969	345	9	virgo	virgo	NOUN
ap-9969	345	10	’s	’s	PART
ap-9969	345	11	third	third	ADJ
ap-9969	345	12	observational	observational	ADJ
ap-9969	345	13	campaign	campaign	NOUN
ap-9969	345	14	.	.	PUNCT
ap-9969	346	1	monthly	monthly	ADJ
ap-9969	346	2	notices	notice	NOUN
ap-9969	346	3	of	of	ADP
ap-9969	346	4	the	the	DET
ap-9969	346	5	royal	royal	ADJ
ap-9969	346	6	astronomical	astronomical	ADJ
ap-9969	346	7	society	society	NOUN
ap-9969	346	8	497(4):5518–5539	497(4):5518–5539	PROPN
ap-9969	346	9	,	,	PUNCT
ap-9969	346	10	2020	2020	NUM
ap-9969	346	11	.	.	PUNCT
ap-9969	347	1	https://doi.org/10.1093/mnras/staa1846	https://doi.org/10.1093/mnras/staa1846	NOUN
ap-9969	348	1	[	[	X
ap-9969	348	2	16	16	NUM
ap-9969	348	3	]	]	X
ap-9969	349	1	s.	s.	PROPN
ap-9969	349	2	karpov	karpov	PROPN
ap-9969	349	3	.	.	PUNCT
ap-9969	350	1	stdpipe	stdpipe	ADJ
ap-9969	350	2	:	:	PUNCT
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ap-9969	350	4	transient	transient	ADJ
ap-9969	350	5	detection	detection	NOUN
ap-9969	350	6	pipeline	pipeline	NOUN
ap-9969	350	7	.	.	PUNCT
ap-9969	351	1	astrophysics	astrophysic	NOUN
ap-9969	351	2	source	source	PROPN
ap-9969	351	3	code	code	PROPN
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ap-9969	370	8	.	.	PUNCT
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ap-9969	374	8	.	.	PUNCT
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ap-9969	394	9	.	.	PUNCT
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ap-9969	395	8	.	.	PUNCT
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ap-9969	405	8	.	.	PUNCT
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ap-9969	411	13	.	.	PUNCT
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ap-9969	415	2	.	.	PUNCT
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ap-9969	416	2	.	.	PUNCT
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ap-9969	420	10	,	,	PUNCT
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ap-9969	420	12	.	.	PUNCT
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ap-9969	422	2	36	36	NUM
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ap-9969	436	1	the	the	DET
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ap-9969	444	7	,	,	PUNCT
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ap-9969	444	9	.	.	PUNCT
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ap-9969	445	5	&	&	CCONJ
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ap-9969	445	8	:	:	PUNCT
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ap-9969	445	13	.	.	PUNCT
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ap-9969	447	3	]	]	PUNCT
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ap-9969	449	5	,	,	PUNCT
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ap-9969	449	7	.	.	PUNCT
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ap-9969	450	4	]	]	PUNCT
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ap-9969	450	7	.	.	PUNCT
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ap-9969	452	25	.	.	PUNCT
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ap-9969	454	20	.	.	PUNCT
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ap-9969	455	3	-	-	SYM
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ap-9969	455	5	-	-	NUM
ap-9969	455	6	26	26	NUM
ap-9969	455	7	]	]	PUNCT
ap-9969	455	8	.	.	PUNCT
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ap-9969	457	3	]	]	PUNCT
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ap-9969	457	16	.	.	PUNCT
ap-9969	458	1	the	the	DET
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ap-9969	458	7	-	-	PUNCT
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ap-9969	458	9	-	-	PUNCT
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ap-9969	458	13	:	:	PUNCT
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ap-9969	458	20	.	.	PUNCT
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ap-9969	459	2	&	&	CCONJ
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ap-9969	459	5	:	:	PUNCT
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ap-9969	459	7	,	,	PUNCT
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ap-9969	459	9	.	.	PUNCT
ap-9969	460	1	https://doi.org/10.1051/0004-6361/202243939	https://doi.org/10.1051/0004-6361/202243939	X
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ap-9969	461	2	46	46	NUM
ap-9969	461	3	]	]	PUNCT
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ap-9969	461	15	.	.	PUNCT
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ap-9969	461	17	:	:	PUNCT
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ap-9969	461	27	.	.	PUNCT
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ap-9969	462	4	,	,	PUNCT
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ap-9969	462	8	,	,	PUNCT
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ap-9969	462	15	.	.	PUNCT
ap-9969	463	1	(	(	PUNCT
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ap-9969	463	4	)	)	PUNCT
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ap-9969	464	5	of	of	ADP
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ap-9969	464	8	conference	conference	PROPN
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ap-9969	464	10	,	,	PUNCT
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ap-9969	464	12	121	121	NUM
ap-9969	464	13	.	.	PUNCT
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ap-9969	465	2	.	.	PUNCT
ap-9969	466	1	[	[	X
ap-9969	466	2	47	47	NUM
ap-9969	466	3	]	]	PUNCT
ap-9969	466	4	f.-x	f.-x	PROPN
ap-9969	466	5	.	.	PUNCT
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ap-9969	467	2	,	,	PUNCT
ap-9969	467	3	t.	t.	PROPN
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ap-9969	467	5	,	,	PUNCT
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ap-9969	467	8	,	,	PUNCT
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ap-9969	468	10	,	,	PUNCT
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ap-9969	468	15	.	.	PUNCT
ap-9969	469	1	in	in	ADP
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ap-9969	469	4	,	,	PUNCT
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ap-9969	469	13	(	(	PUNCT
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ap-9969	470	4	society	society	NOUN
ap-9969	470	5	of	of	ADP
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ap-9969	470	10	,	,	PUNCT
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ap-9969	470	13	.	.	PUNCT
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ap-9969	471	2	.	.	PUNCT
ap-9969	472	1	63	63	NUM
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ap-9969	475	1	[	[	X
ap-9969	475	2	48	48	NUM
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ap-9969	475	9	,	,	PUNCT
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ap-9969	477	1	[	[	X
ap-9969	477	2	49	49	NUM
ap-9969	477	3	]	]	X
ap-9969	477	4	c.	c.	PROPN
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ap-9969	477	6	,	,	PUNCT
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ap-9969	477	8	h.	h.	PROPN
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ap-9969	477	10	.	.	PUNCT
ap-9969	478	1	a	a	DET
ap-9969	478	2	method	method	NOUN
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ap-9969	478	4	optimal	optimal	ADJ
ap-9969	478	5	image	image	NOUN
ap-9969	478	6	subtraction	subtraction	NOUN
ap-9969	478	7	.	.	PUNCT
ap-9969	479	1	the	the	DET
ap-9969	479	2	astrophysical	astrophysical	ADJ
ap-9969	479	3	journal	journal	PROPN
ap-9969	479	4	503(1):325	503(1):325	NUM
ap-9969	479	5	,	,	PUNCT
ap-9969	479	6	1998	1998	NUM
ap-9969	479	7	.	.	PUNCT
ap-9969	480	1	https://doi.org/10.1086/305984	https://doi.org/10.1086/305984	X
ap-9969	481	1	[	[	X
ap-9969	481	2	50	50	NUM
ap-9969	481	3	]	]	PUNCT
ap-9969	481	4	b.	b.	PROPN
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ap-9969	481	6	,	,	PUNCT
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ap-9969	481	10	,	,	PUNCT
ap-9969	481	11	a.	a.	NOUN
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ap-9969	481	15	.	.	PUNCT
ap-9969	482	1	proper	proper	ADJ
ap-9969	482	2	image	image	NOUN
ap-9969	482	3	subtraction	subtraction	NOUN
ap-9969	482	4	–	–	PUNCT
ap-9969	482	5	optimal	optimal	ADJ
ap-9969	482	6	transient	transient	ADJ
ap-9969	482	7	detection	detection	NOUN
ap-9969	482	8	,	,	PUNCT
ap-9969	482	9	photometry	photometry	NOUN
ap-9969	482	10	,	,	PUNCT
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ap-9969	482	12	hypothesis	hypothesis	NOUN
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ap-9969	482	14	.	.	PUNCT
ap-9969	483	1	the	the	DET
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ap-9969	483	5	,	,	PUNCT
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ap-9969	483	7	.	.	PUNCT
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ap-9969	485	1	[	[	X
ap-9969	485	2	51	51	NUM
ap-9969	485	3	]	]	PUNCT
ap-9969	485	4	a.	a.	NOUN
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ap-9969	485	6	,	,	PUNCT
ap-9969	485	7	d.	d.	PROPN
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ap-9969	485	11	d.	d.	PROPN
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ap-9969	485	20	desi	desi	PROPN
ap-9969	485	21	legacy	legacy	NOUN
ap-9969	485	22	imaging	imaging	NOUN
ap-9969	485	23	surveys	survey	NOUN
ap-9969	485	24	.	.	PUNCT
ap-9969	486	1	the	the	DET
ap-9969	486	2	astronomical	astronomical	ADJ
ap-9969	486	3	journal	journal	NOUN
ap-9969	486	4	157(5):168	157(5):168	NOUN
ap-9969	486	5	,	,	PUNCT
ap-9969	486	6	2019	2019	NUM
ap-9969	486	7	.	.	PUNCT
ap-9969	486	8	https://doi.org/10.3847/1538-3881/ab089d	https://doi.org/10.3847/1538-3881/ab089d	PUNCT
ap-9969	487	1	[	[	X
ap-9969	487	2	52	52	NUM
ap-9969	487	3	]	]	PUNCT
ap-9969	487	4	f.	f.	PROPN
ap-9969	487	5	bonnarel	bonnarel	PROPN
ap-9969	487	6	,	,	PUNCT
ap-9969	487	7	p.	p.	NOUN
ap-9969	487	8	fernique	fernique	NOUN
ap-9969	487	9	,	,	PUNCT
ap-9969	487	10	o.	o.	PROPN
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ap-9969	487	12	,	,	PUNCT
ap-9969	487	13	et	et	PROPN
ap-9969	487	14	al	al	PROPN
ap-9969	487	15	.	.	PUNCT
ap-9969	488	1	the	the	DET
ap-9969	488	2	aladin	aladin	VERB
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ap-9969	489	1	a	a	DET
ap-9969	489	2	reference	reference	NOUN
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ap-9969	489	4	for	for	ADP
ap-9969	489	5	identification	identification	NOUN
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ap-9969	489	8	sources	source	NOUN
ap-9969	489	9	.	.	PUNCT
ap-9969	490	1	astronomy	astronomy	NOUN
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ap-9969	490	3	astrophysics	astrophysic	NOUN
ap-9969	490	4	supplement	supplement	NOUN
ap-9969	490	5	series	serie	NOUN
ap-9969	490	6	143(1):33–40	143(1):33–40	NUM
ap-9969	490	7	,	,	PUNCT
ap-9969	490	8	2000	2000	NUM
ap-9969	490	9	.	.	PUNCT
ap-9969	491	1	https://doi.org/10.1051/aas:2000331	https://doi.org/10.1051/aas:2000331	NOUN
ap-9969	492	1	[	[	X
ap-9969	492	2	53	53	NUM
ap-9969	492	3	]	]	PUNCT
ap-9969	492	4	d.	d.	PROPN
ap-9969	492	5	a.	a.	PROPN
ap-9969	492	6	duev	duev	PROPN
ap-9969	492	7	,	,	PUNCT
ap-9969	492	8	a.	a.	PROPN
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ap-9969	492	10	,	,	PUNCT
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ap-9969	492	14	,	,	PUNCT
ap-9969	492	15	et	et	PROPN
ap-9969	492	16	al	al	PROPN
ap-9969	492	17	.	.	PUNCT
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ap-9969	493	13	.	.	PUNCT
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ap-9969	494	4	the	the	DET
ap-9969	494	5	royal	royal	ADJ
ap-9969	494	6	astronomical	astronomical	ADJ
ap-9969	494	7	society	society	NOUN
ap-9969	494	8	489(3):3582–3590	489(3):3582–3590	PROPN
ap-9969	494	9	,	,	PUNCT
ap-9969	494	10	2019	2019	NUM
ap-9969	494	11	.	.	PUNCT
ap-9969	495	1	https://doi.org/10.1093/mnras/stz2357	https://doi.org/10.1093/mnras/stz2357	PROPN
ap-9969	496	1	[	[	X
ap-9969	496	2	54	54	NUM
ap-9969	496	3	]	]	PUNCT
ap-9969	496	4	k.	k.	PROPN
ap-9969	496	5	makhlouf	makhlouf	PROPN
ap-9969	496	6	,	,	PUNCT
ap-9969	496	7	d.	d.	PROPN
ap-9969	496	8	turpin	turpin	PROPN
ap-9969	496	9	,	,	PUNCT
ap-9969	496	10	d.	d.	PROPN
ap-9969	496	11	corre	corre	PROPN
ap-9969	496	12	,	,	PUNCT
ap-9969	496	13	et	et	PROPN
ap-9969	496	14	al	al	PROPN
ap-9969	496	15	.	.	PUNCT
ap-9969	497	1	o’train	o’train	PROPN
ap-9969	497	2	:	:	PUNCT
ap-9969	497	3	a	a	DET
ap-9969	497	4	robust	robust	ADJ
ap-9969	497	5	and	and	CCONJ
ap-9969	497	6	flexible	flexible	ADJ
ap-9969	497	7	‘	'	PUNCT
ap-9969	497	8	real	real	ADJ
ap-9969	497	9	or	or	CCONJ
ap-9969	497	10	bogus	bogus	ADJ
ap-9969	497	11	’	'	PUNCT
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ap-9969	497	13	for	for	ADP
ap-9969	497	14	the	the	DET
ap-9969	497	15	study	study	NOUN
ap-9969	497	16	of	of	ADP
ap-9969	497	17	the	the	DET
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ap-9969	497	19	transient	transient	NOUN
ap-9969	497	20	sky	sky	NOUN
ap-9969	497	21	.	.	PUNCT
ap-9969	498	1	astronomy	astronomy	NOUN
ap-9969	498	2	&	&	CCONJ
ap-9969	498	3	astrophysics	astrophysic	NOUN
ap-9969	498	4	664	664	NUM
ap-9969	498	5	:	:	PUNCT
ap-9969	498	6	a81	a81	NOUN
ap-9969	498	7	,	,	PUNCT
ap-9969	498	8	2022	2022	NUM
ap-9969	498	9	.	.	PUNCT
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ap-9969	499	1	[	[	X
ap-9969	499	2	55	55	NUM
ap-9969	499	3	]	]	PUNCT
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ap-9969	499	5	j.	j.	PROPN
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ap-9969	499	7	,	,	PUNCT
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ap-9969	499	9	fraser	fraser	PROPN
ap-9969	499	10	.	.	PUNCT
ap-9969	500	1	the	the	DET
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ap-9969	500	5	transients	transient	NOUN
ap-9969	500	6	pipeline	pipeline	NOUN
ap-9969	500	7	(	(	PUNCT
ap-9969	500	8	autophot	autophot	NOUN
ap-9969	500	9	)	)	PUNCT
ap-9969	500	10	.	.	PUNCT
ap-9969	501	1	astronomy	astronomy	NOUN
ap-9969	501	2	&	&	CCONJ
ap-9969	501	3	astrophysics	astrophysic	NOUN
ap-9969	501	4	667	667	NUM
ap-9969	501	5	:	:	PUNCT
ap-9969	501	6	a62	a62	PROPN
ap-9969	501	7	,	,	PUNCT
ap-9969	501	8	2022	2022	NUM
ap-9969	501	9	.	.	PUNCT
ap-9969	502	1	https://doi.org/10.1051/0004-6361/202243067	https://doi.org/10.1051/0004-6361/202243067	VERB
ap-9969	503	1	[	[	X
ap-9969	503	2	56	56	NUM
ap-9969	503	3	]	]	PUNCT
ap-9969	503	4	m.	m.	NOUN
ap-9969	503	5	mommert	mommert	PROPN
ap-9969	503	6	.	.	PROPN
ap-9969	503	7	photometrypipeline	photometrypipeline	PROPN
ap-9969	503	8	:	:	PUNCT
ap-9969	503	9	an	an	DET
ap-9969	503	10	automated	automate	VERB
ap-9969	503	11	pipeline	pipeline	NOUN
ap-9969	503	12	for	for	ADP
ap-9969	503	13	calibrated	calibrate	VERB
ap-9969	503	14	photometry	photometry	NOUN
ap-9969	503	15	.	.	PUNCT
ap-9969	504	1	astronomy	astronomy	NOUN
ap-9969	504	2	and	and	CCONJ
ap-9969	504	3	computing	compute	VERB
ap-9969	504	4	18:47–53	18:47–53	NUM
ap-9969	504	5	,	,	PUNCT
ap-9969	504	6	2017	2017	NUM
ap-9969	504	7	.	.	PUNCT
ap-9969	505	1	https://doi.org/10.1016/j.ascom.2016.11.002	https://doi.org/10.1016/j.ascom.2016.11.002	NUM
ap-9969	506	1	[	[	X
ap-9969	506	2	57	57	NUM
ap-9969	506	3	]	]	PUNCT
ap-9969	506	4	k.	k.	PROPN
ap-9969	507	1	v.	v.	PROPN
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ap-9969	507	3	,	,	PUNCT
ap-9969	507	4	a.	a.	PROPN
ap-9969	507	5	a.	a.	PROPN
ap-9969	507	6	lebedev	lebedev	PROPN
ap-9969	507	7	.	.	PUNCT
ap-9969	508	1	vast	vast	ADJ
ap-9969	508	2	:	:	PUNCT
ap-9969	508	3	a	a	DET
ap-9969	508	4	variability	variability	NOUN
ap-9969	508	5	search	search	NOUN
ap-9969	508	6	toolkit	toolkit	NOUN
ap-9969	508	7	.	.	PUNCT
ap-9969	509	1	astronomy	astronomy	NOUN
ap-9969	509	2	and	and	CCONJ
ap-9969	509	3	computing	compute	VERB
ap-9969	509	4	22:28–47	22:28–47	NUM
ap-9969	509	5	,	,	PUNCT
ap-9969	509	6	2018	2018	NUM
ap-9969	509	7	.	.	PUNCT
ap-9969	510	1	https://doi.org/10.1016/j.ascom.2017.12.001	https://doi.org/10.1016/j.ascom.2017.12.001	PRON
ap-9969	510	2	[	[	X
ap-9969	510	3	58	58	NUM
ap-9969	510	4	]	]	PUNCT
ap-9969	510	5	k.	k.	PROPN
ap-9969	510	6	a.	a.	PROPN
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ap-9969	510	8	,	,	PUNCT
ap-9969	510	9	j.	j.	PROPN
ap-9969	510	10	f.	f.	PROPN
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ap-9969	510	13	k.	k.	PROPN
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ap-9969	510	16	,	,	PUNCT
ap-9969	510	17	f.	f.	PROPN
ap-9969	510	18	v.	v.	PROPN
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ap-9969	511	1	astroimagej	astroimagej	VERB
ap-9969	511	2	:	:	PUNCT
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ap-9969	511	5	and	and	CCONJ
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ap-9969	511	8	for	for	ADP
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ap-9969	511	10	-	-	ADJ
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ap-9969	511	12	astronomical	astronomical	ADJ
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ap-9969	511	14	curves	curve	NOUN
ap-9969	511	15	.	.	PUNCT
ap-9969	512	1	the	the	DET
ap-9969	512	2	astronomical	astronomical	ADJ
ap-9969	512	3	journal	journal	NOUN
ap-9969	512	4	153(2):77	153(2):77	PROPN
ap-9969	512	5	,	,	PUNCT
ap-9969	512	6	2017	2017	NUM
ap-9969	512	7	.	.	PUNCT
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ap-9969	513	1	[	[	X
ap-9969	513	2	59	59	NUM
ap-9969	513	3	]	]	PUNCT
ap-9969	513	4	r.	r.	PROPN
ap-9969	513	5	r.	r.	PROPN
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ap-9969	513	8	v.	v.	PROPN
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ap-9969	513	10	,	,	PUNCT
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ap-9969	513	12	m.	m.	PROPN
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ap-9969	513	14	,	,	PUNCT
ap-9969	513	15	et	et	PROPN
ap-9969	513	16	al	al	PROPN
ap-9969	513	17	.	.	PROPN
ap-9969	513	18	aperture	aperture	PROPN
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ap-9969	513	20	tool	tool	NOUN
ap-9969	513	21	.	.	PUNCT
ap-9969	514	1	publications	publication	NOUN
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ap-9969	514	3	the	the	DET
ap-9969	514	4	astronomical	astronomical	ADJ
ap-9969	514	5	society	society	NOUN
ap-9969	514	6	of	of	ADP
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ap-9969	514	9	124(917):737	124(917):737	PROPN
ap-9969	514	10	,	,	PUNCT
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ap-9969	516	1	[	[	X
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ap-9969	516	3	]	]	X
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ap-9969	517	1	pixinsight	pixinsight	PROPN
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ap-9969	517	3	pleiades	pleiades	PROPN
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ap-9969	517	5	,	,	PUNCT
ap-9969	517	6	2025	2025	NUM
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ap-9969	518	1	[	[	X
ap-9969	518	2	2025	2025	NUM
ap-9969	518	3	-	-	SYM
ap-9969	518	4	02	02	NUM
ap-9969	518	5	-	-	NUM
ap-9969	518	6	26	26	NUM
ap-9969	518	7	]	]	PUNCT
ap-9969	518	8	.	.	PUNCT
ap-9969	519	1	https://pixinsight.com	https://pixinsight.com	X
ap-9969	520	1	[	[	X
ap-9969	520	2	61	61	NUM
ap-9969	520	3	]	]	SYM
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ap-9969	520	5	.	.	PUNCT
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ap-9969	520	13	,	,	PUNCT
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ap-9969	521	1	[	[	X
ap-9969	521	2	2025	2025	NUM
ap-9969	521	3	-	-	SYM
ap-9969	521	4	02	02	NUM
ap-9969	521	5	-	-	NUM
ap-9969	521	6	26	26	NUM
ap-9969	521	7	]	]	PUNCT
ap-9969	521	8	.	.	PUNCT
ap-9969	522	1	https://www.gxccd.com/cat?id=146&lang=405	https://www.gxccd.com/cat?id=146&lang=405	PROPN
ap-9969	523	1	[	[	X
ap-9969	523	2	62	62	NUM
ap-9969	523	3	]	]	SYM
ap-9969	523	4	aavso.org	aavso.org	X
ap-9969	523	5	.	.	PUNCT
ap-9969	523	6	vphot	vphot	NOUN
ap-9969	523	7	.	.	PUNCT
ap-9969	524	1	[	[	X
ap-9969	524	2	2025	2025	NUM
ap-9969	524	3	-	-	SYM
ap-9969	524	4	02	02	NUM
ap-9969	524	5	-	-	NUM
ap-9969	524	6	26	26	NUM
ap-9969	524	7	]	]	PUNCT
ap-9969	524	8	.	.	PUNCT
ap-9969	525	1	https://apps.aavso.org/vphot/	https://apps.aavso.org/vphot/	PROPN
ap-9969	525	2	[	[	X
ap-9969	525	3	63	63	NUM
ap-9969	525	4	]	]	PUNCT
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ap-9969	525	6	möller	möller	NOUN
ap-9969	525	7	,	,	PUNCT
ap-9969	525	8	j.	j.	PROPN
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ap-9969	525	10	,	,	PUNCT
ap-9969	525	11	e.	e.	PROPN
ap-9969	525	12	e.	e.	PROPN
ap-9969	525	13	o.	o.	PROPN
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ap-9969	525	15	,	,	PUNCT
ap-9969	525	16	et	et	PROPN
ap-9969	525	17	al	al	PROPN
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ap-9969	525	20	,	,	PUNCT
ap-9969	525	21	a	a	DET
ap-9969	525	22	new	new	ADJ
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ap-9969	525	24	of	of	ADP
ap-9969	525	25	broker	broker	NOUN
ap-9969	525	26	for	for	ADP
ap-9969	525	27	the	the	DET
ap-9969	525	28	lsst	lsst	PROPN
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ap-9969	525	30	.	.	PUNCT
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ap-9969	526	2	notices	notice	NOUN
ap-9969	526	3	of	of	ADP
ap-9969	526	4	the	the	DET
ap-9969	526	5	royal	royal	ADJ
ap-9969	526	6	astronomical	astronomical	ADJ
ap-9969	526	7	society	society	NOUN
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ap-9969	526	11	.	.	PUNCT
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ap-9969	527	2	64	64	NUM
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ap-9969	527	11	https://doi.org/10.1016/j.ascom.2017.12.001	https://doi.org/10.1016/j.ascom.2017.12.001	NOUN
ap-9969	527	12	https://doi.org/10.3847/1538-3881/153/2/77	https://doi.org/10.3847/1538-3881/153/2/77	NOUN
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ap-9969	527	14	https://pixinsight.com	https://pixinsight.com	X
ap-9969	528	1	https://www.gxccd.com/cat?id=146&lang=405	https://www.gxccd.com/cat?id=146&lang=405	VERB
ap-9969	528	2	https://apps.aavso.org/vphot/	https://apps.aavso.org/vphot/	NOUN
ap-9969	528	3	https://doi.org/10.1093/mnras/staa3602	https://doi.org/10.1093/mnras/staa3602	PROPN
ap-9969	528	4	acta	acta	PROPN
ap-9969	528	5	polytechnica	polytechnica	PROPN
ap-9969	528	6	65(1):50–64	65(1):50–64	PROPN
ap-9969	528	7	,	,	PUNCT
ap-9969	528	8	2025	2025	NUM
ap-9969	528	9	1	1	NUM
ap-9969	528	10	introduction	introduction	NOUN
ap-9969	528	11	2	2	NUM
ap-9969	528	12	implementation	implementation	NOUN
ap-9969	528	13	and	and	CCONJ
ap-9969	528	14	workflow	workflow	NOUN
ap-9969	528	15	3	3	NUM
ap-9969	528	16	image	image	NOUN
ap-9969	528	17	calibration	calibration	NOUN
ap-9969	528	18	3.1	3.1	NUM
ap-9969	528	19	initial	initial	ADJ
ap-9969	528	20	image	image	NOUN
ap-9969	528	21	inspection	inspection	NOUN
ap-9969	528	22	and	and	CCONJ
ap-9969	528	23	masking	mask	VERB
ap-9969	528	24	3.2	3.2	NUM
ap-9969	528	25	object	object	NOUN
ap-9969	528	26	detection	detection	NOUN
ap-9969	528	27	3.3	3.3	NUM
ap-9969	528	28	astrometric	astrometric	ADJ
ap-9969	528	29	calibration	calibration	NOUN
ap-9969	528	30	3.4	3.4	NUM
ap-9969	528	31	reference	reference	NOUN
ap-9969	528	32	catalogues	catalogue	NOUN
ap-9969	528	33	and	and	CCONJ
ap-9969	528	34	photometric	photometric	ADJ
ap-9969	528	35	calibration	calibration	NOUN
ap-9969	528	36	3.5	3.5	NUM
ap-9969	528	37	detection	detection	NOUN
ap-9969	528	38	limit	limit	VERB
ap-9969	528	39	4	4	NUM
ap-9969	528	40	transient	transient	ADJ
ap-9969	528	41	detection	detection	NOUN
ap-9969	528	42	4.1	4.1	NUM
ap-9969	528	43	simple	simple	ADJ
ap-9969	528	44	catalogue	catalogue	NOUN
ap-9969	528	45	-	-	PUNCT
ap-9969	528	46	based	base	VERB
ap-9969	528	47	transient	transient	ADJ
ap-9969	528	48	detection	detection	NOUN
ap-9969	528	49	4.2	4.2	NUM
ap-9969	528	50	image	image	NOUN
ap-9969	528	51	subtraction	subtraction	NOUN
ap-9969	528	52	5	5	NUM
ap-9969	528	53	conclusions	conclusion	NOUN
ap-9969	528	54	and	and	CCONJ
ap-9969	528	55	future	future	ADJ
ap-9969	528	56	development	development	NOUN
ap-9969	528	57	acknowledgements	acknowledgement	NOUN
ap-9969	528	58	references	reference	NOUN