id	sid	tid	token	lemma	pos
alkej-62	1	1	4d6963726f736f667420576f7264202d2039322d20313032d3d1ec20e6cec7e1cf20ccc7c8d120e6cec7e1cf20e6e1edcf	4d6963726f736f667420576f7264202d2039322d20313032d3d1ec20e6cec7e1cf20ccc7c8d120e6cec7e1cf20e6e1edcf	PROPN
alkej-62	1	2	>	>	X
alkej-62	1	3	al	al	PROPN
alkej-62	1	4	-	-	PUNCT
alkej-62	1	5	khwarizmi	khwarizmi	PROPN
alkej-62	1	6	engineering	engineering	PROPN
alkej-62	1	7	journal	journal	PROPN
alkej-62	1	8	al	al	PROPN
alkej-62	1	9	-	-	PUNCT
alkej-62	1	10	khwarizmi	khwarizmi	PROPN
alkej-62	1	11	engineering	engineering	NOUN
alkej-62	1	12	journal	journal	PROPN
alkej-62	1	13	,	,	PUNCT
alkej-62	1	14	vol	vol	NOUN
alkej-62	1	15	.	.	PROPN
alkej-62	1	16	14	14	NUM
alkej-62	1	17	,	,	PUNCT
alkej-62	1	18	no	no	INTJ
alkej-62	1	19	.	.	NOUN
alkej-62	1	20	4	4	NUM
alkej-62	1	21	,	,	PUNCT
alkej-62	1	22	december	december	PROPN
alkej-62	1	23	,	,	PUNCT
alkej-62	1	24	(	(	PUNCT
alkej-62	1	25	2018	2018	NUM
alkej-62	1	26	)	)	PUNCT
alkej-62	2	1	p.p	p.p	PROPN
alkej-62	2	2	.	.	NOUN
alkej-62	2	3	92102	92102	NUM
alkej-62	2	4	classical	classical	ADJ
alkej-62	2	5	and	and	CCONJ
alkej-62	2	6	statistical	statistical	ADJ
alkej-62	2	7	optimization	optimization	NOUN
alkej-62	2	8	of	of	ADP
alkej-62	2	9	medium	medium	ADJ
alkej-62	2	10	composition	composition	NOUN
alkej-62	2	11	for	for	ADP
alkej-62	2	12	promoting	promote	VERB
alkej-62	2	13	prodigiosin	prodigiosin	NOUN
alkej-62	2	14	produced	produce	VERB
alkej-62	2	15	by	by	ADP
alkej-62	2	16	local	local	ADJ
alkej-62	2	17	isolate	isolate	NOUN
alkej-62	2	18	of	of	ADP
alkej-62	2	19	serratia	serratia	PROPN
alkej-62	2	20	marcescens	marcescens	PROPN
alkej-62	2	21	sura	sura	PROPN
alkej-62	2	22	jasem	jasem	PROPN
alkej-62	2	23	mohammed	mohammed	PROPN
alkej-62	2	24	*	*	PROPN
alkej-62	2	25	khalid	khalid	PROPN
alkej-62	2	26	jaber	jaber	PROPN
alkej-62	2	27	kadhum	kadhum	PROPN
alkej-62	2	28	*	*	PROPN
alkej-62	2	29	*	*	PUNCT
alkej-62	2	30	khalid	khalid	PROPN
alkej-62	2	31	waleed	waleed	PROPN
alkej-62	2	32	hameed	hameed	PROPN
alkej-62	2	33	*	*	PROPN
alkej-62	2	34	*	*	PUNCT
alkej-62	2	35	*	*	PUNCT
alkej-62	2	36	*	*	PUNCT
alkej-62	2	37	,	,	PUNCT
alkej-62	2	38	*	*	PUNCT
alkej-62	2	39	*	*	PUNCT
alkej-62	2	40	*	*	PUNCT
alkej-62	2	41	department	department	NOUN
alkej-62	2	42	of	of	ADP
alkej-62	2	43	biochemical/	biochemical/	NUM
alkej-62	2	44	alkhawarizmi	alkhawarizmi	PROPN
alkej-62	2	45	collage	collage	NOUN
alkej-62	2	46	of	of	ADP
alkej-62	2	47	engineering/	engineering/	NUM
alkej-62	2	48	university	university	NOUN
alkej-62	2	49	of	of	ADP
alkej-62	2	50	baghdad/	baghdad/	NUM
alkej-62	2	51	baghdad/	baghdad/	NUM
alkej-62	2	52	iraq	iraq	PROPN
alkej-62	2	53	*	*	PUNCT
alkej-62	2	54	*	*	PUNCT
alkej-62	2	55	department	department	NOUN
alkej-62	2	56	of	of	ADP
alkej-62	2	57	biotechnology/	biotechnology/	NUM
alkej-62	2	58	college	college	NOUN
alkej-62	2	59	of	of	ADP
alkej-62	2	60	science/	science/	NUM
alkej-62	2	61	university	university	NOUN
alkej-62	2	62	of	of	ADP
alkej-62	2	63	baghdad/	baghdad/	NUM
alkej-62	2	64	baghdad/	baghdad/	NUM
alkej-62	2	65	iraq	iraq	PROPN
alkej-62	2	66	*	*	PUNCT
alkej-62	2	67	email	email	NOUN
alkej-62	2	68	:	:	PUNCT
alkej-62	2	69	sura.breig@yahoo.com	sura.breig@yahoo.com	X
alkej-62	2	70	*	*	PUNCT
alkej-62	2	71	*	*	NOUN
alkej-62	2	72	email	email	NOUN
alkej-62	2	73	:	:	PUNCT
alkej-62	2	74	khalidjaber@scbaghdad.edu.iq	khalidjaber@scbaghdad.edu.iq	VERB
alkej-62	2	75	*	*	PUNCT
alkej-62	2	76	*	*	PUNCT
alkej-62	2	77	*	*	NOUN
alkej-62	2	78	email	email	NOUN
alkej-62	2	79	:	:	PUNCT
alkej-62	2	80	kwhameed74@yahoo.com	kwhameed74@yahoo.com	X
alkej-62	2	81	(	(	PUNCT
alkej-62	2	82	received	receive	VERB
alkej-62	2	83	26	26	NUM
alkej-62	2	84	december	december	PROPN
alkej-62	2	85	2017	2017	NUM
alkej-62	2	86	;	;	PUNCT
alkej-62	2	87	accepted	accept	VERB
alkej-62	2	88	19	19	NUM
alkej-62	2	89	march	march	NOUN
alkej-62	2	90	2018	2018	NUM
alkej-62	2	91	)	)	PUNCT
alkej-62	2	92	https://doi.org/10.22153/kej.2018.03.006	https://doi.org/10.22153/kej.2018.03.006	PRON
alkej-62	2	93	abstract	abstract	ADJ
alkej-62	2	94	prodigiosin	prodigiosin	NOUN
alkej-62	2	95	is	be	AUX
alkej-62	2	96	a	a	DET
alkej-62	2	97	‘	'	PUNCT
alkej-62	2	98	natural	natural	ADJ
alkej-62	2	99	red	red	ADJ
alkej-62	2	100	pigment	pigment	NOUN
alkej-62	2	101	produced	produce	VERB
alkej-62	2	102	by	by	ADP
alkej-62	2	103	serratia	serratia	PROPN
alkej-62	2	104	marcescens	marcescen	NOUN
alkej-62	2	105	which	which	PRON
alkej-62	2	106	exhibits	exhibit	VERB
alkej-62	2	107	immunosuppressive	immunosuppressive	ADJ
alkej-62	2	108	and	and	CCONJ
alkej-62	2	109	anticancer	anticancer	NOUN
alkej-62	2	110	properties	property	NOUN
alkej-62	2	111	in	in	ADP
alkej-62	2	112	addition	addition	NOUN
alkej-62	2	113	to	to	ADP
alkej-62	2	114	antimicrobial	antimicrobial	ADJ
alkej-62	2	115	activities	activity	NOUN
alkej-62	2	116	.	.	PUNCT
alkej-62	3	1	this	this	DET
alkej-62	3	2	work	work	NOUN
alkej-62	3	3	presents	present	VERB
alkej-62	3	4	an	an	DET
alkej-62	3	5	attempt	attempt	NOUN
alkej-62	3	6	to	to	PART
alkej-62	3	7	maximize	maximize	VERB
alkej-62	3	8	the	the	DET
alkej-62	3	9	production	production	NOUN
alkej-62	3	10	of	of	ADP
alkej-62	3	11	prodigiosin	prodigiosin	NOUN
alkej-62	3	12	by	by	ADP
alkej-62	3	13	two	two	NUM
alkej-62	3	14	different	different	ADJ
alkej-62	3	15	strategies	strategy	NOUN
alkej-62	3	16	:	:	PUNCT
alkej-62	3	17	one	one	NUM
alkej-62	3	18	factor	factor	NOUN
alkej-62	3	19	at	at	ADP
alkej-62	3	20	time	time	NOUN
alkej-62	3	21	(	(	PUNCT
alkej-62	3	22	ofat	ofat	PROPN
alkej-62	3	23	)	)	PUNCT
alkej-62	3	24	and	and	CCONJ
alkej-62	3	25	statistical	statistical	ADJ
alkej-62	3	26	optimization	optimization	NOUN
alkej-62	3	27	.	.	PUNCT
alkej-62	4	1	the	the	DET
alkej-62	4	2	result	result	NOUN
alkej-62	4	3	of	of	ADP
alkej-62	4	4	ofat	ofat	NOUN
alkej-62	4	5	revealed	reveal	VERB
alkej-62	4	6	that	that	SCONJ
alkej-62	4	7	sucrose	sucrose	NOUN
alkej-62	4	8	and	and	CCONJ
alkej-62	4	9	peptone	peptone	NOUN
alkej-62	4	10	were	be	AUX
alkej-62	4	11	the	the	DET
alkej-62	4	12	best	good	ADJ
alkej-62	4	13	carbon	carbon	NOUN
alkej-62	4	14	and	and	CCONJ
alkej-62	4	15	nitrogen	nitrogen	NOUN
alkej-62	4	16	sources	source	NOUN
alkej-62	4	17	for	for	ADP
alkej-62	4	18	pigment	pigment	ADJ
alkej-62	4	19	production	production	NOUN
alkej-62	4	20	with	with	ADP
alkej-62	4	21	concentration	concentration	NOUN
alkej-62	4	22	of	of	ADP
alkej-62	4	23	prodigiosin	prodigiosin	NOUN
alkej-62	4	24	of	of	ADP
alkej-62	4	25	about	about	ADV
alkej-62	4	26	135	135	NUM
alkej-62	4	27	mg/	mg/	ADJ
alkej-62	4	28	l.	l.	NOUN
alkej-62	4	29	this	this	DET
alkej-62	4	30	value	value	NOUN
alkej-62	4	31	was	be	AUX
alkej-62	4	32	increased	increase	VERB
alkej-62	4	33	to	to	ADP
alkej-62	4	34	331.6mg/	331.6mg/	NUM
alkej-62	4	35	l	l	NOUN
alkej-62	4	36	with	with	ADP
alkej-62	4	37	an	an	DET
alkej-62	4	38	optimized	optimize	VERB
alkej-62	4	39	ratio	ratio	NOUN
alkej-62	4	40	of	of	ADP
alkej-62	4	41	c	c	PROPN
alkej-62	4	42	/	/	SYM
alkej-62	4	43	n	n	PROPN
alkej-62	4	44	(	(	PUNCT
alkej-62	4	45	60:40	60:40	NUM
alkej-62	4	46	)	)	PUNCT
alkej-62	4	47	and	and	CCONJ
alkej-62	4	48	reached	reach	VERB
alkej-62	4	49	356.8	356.8	NUM
alkej-62	4	50	with	with	ADP
alkej-62	4	51	ph	ph	PROPN
alkej-62	4	52	6	6	NUM
alkej-62	4	53	and	and	CCONJ
alkej-62	4	54	2	2	NUM
alkej-62	4	55	%	%	NOUN
alkej-62	4	56	inoculum	inoculum	NOUN
alkej-62	4	57	size	size	NOUN
alkej-62	4	58	at	at	ADP
alkej-62	4	59	end	end	NOUN
alkej-62	4	60	of	of	ADP
alkej-62	4	61	classical	classical	ADJ
alkej-62	4	62	optimization	optimization	NOUN
alkej-62	4	63	.	.	PUNCT
alkej-62	5	1	statistical	statistical	ADJ
alkej-62	5	2	experimental	experimental	ADJ
alkej-62	5	3	design	design	NOUN
alkej-62	5	4	based	base	VERB
alkej-62	5	5	on	on	ADP
alkej-62	5	6	response	response	NOUN
alkej-62	5	7	surface	surface	NOUN
alkej-62	5	8	methodology	methodology	NOUN
alkej-62	5	9	was	be	AUX
alkej-62	5	10	conducted	conduct	VERB
alkej-62	5	11	to	to	PART
alkej-62	5	12	optimize	optimize	VERB
alkej-62	5	13	the	the	DET
alkej-62	5	14	composition	composition	NOUN
alkej-62	5	15	of	of	ADP
alkej-62	5	16	trace	trace	NOUN
alkej-62	5	17	element	element	NOUN
alkej-62	5	18	.	.	PUNCT
alkej-62	6	1	the	the	DET
alkej-62	6	2	design	design	NOUN
alkej-62	6	3	revealed	reveal	VERB
alkej-62	6	4	that	that	SCONJ
alkej-62	6	5	the	the	DET
alkej-62	6	6	predicted	predict	VERB
alkej-62	6	7	prodigiosin	prodigiosin	NOUN
alkej-62	6	8	production	production	NOUN
alkej-62	6	9	of	of	ADP
alkej-62	6	10	406	406	NUM
alkej-62	6	11	mg	mg	NOUN
alkej-62	6	12	/	/	SYM
alkej-62	6	13	l	l	NOUN
alkej-62	6	14	can	can	AUX
alkej-62	6	15	be	be	AUX
alkej-62	6	16	achieved	achieve	VERB
alkej-62	6	17	when	when	SCONJ
alkej-62	6	18	concentrations	concentration	NOUN
alkej-62	6	19	of	of	ADP
alkej-62	6	20	trace	trace	NOUN
alkej-62	6	21	element	element	NOUN
alkej-62	6	22	cacl2·2h2o	cacl2·2h2o	NOUN
alkej-62	6	23	,	,	PUNCT
alkej-62	6	24	feso4·4h2o	feso4·4h2o	NOUN
alkej-62	6	25	,	,	PUNCT
alkej-62	6	26	mgso4·7h2o	mgso4·7h2o	NOUN
alkej-62	6	27	and	and	CCONJ
alkej-62	6	28	mnso4·4h2o	mnso4·4h2o	NOUN
alkej-62	6	29	were	be	AUX
alkej-62	6	30	equal	equal	ADJ
alkej-62	6	31	to	to	ADP
alkej-62	6	32	9.22	9.22	NUM
alkej-62	6	33	,	,	PUNCT
alkej-62	6	34	0.32	0.32	NUM
alkej-62	6	35	,	,	PUNCT
alkej-62	6	36	0.67	0.67	NUM
alkej-62	6	37	and	and	CCONJ
alkej-62	6	38	2.48	2.48	NUM
alkej-62	6	39	g	g	NOUN
alkej-62	6	40	/	/	SYM
alkej-62	6	41	l	l	NOUN
alkej-62	6	42	,	,	PUNCT
alkej-62	6	43	respectively	respectively	ADV
alkej-62	6	44	.	.	PUNCT
alkej-62	7	1	the	the	DET
alkej-62	7	2	actual	actual	ADJ
alkej-62	7	3	production	production	NOUN
alkej-62	7	4	of	of	ADP
alkej-62	7	5	prodigiosin	prodigiosin	NOUN
alkej-62	7	6	in	in	ADP
alkej-62	7	7	the	the	DET
alkej-62	7	8	optimized	optimize	VERB
alkej-62	7	9	medium	medium	NOUN
alkej-62	7	10	was	be	AUX
alkej-62	7	11	375	375	NUM
alkej-62	7	12	�	�	NOUN
alkej-62	7	13	12	12	NUM
alkej-62	7	14	mg	mg	PROPN
alkej-62	7	15	/	/	SYM
alkej-62	7	16	l.	l.	PROPN
alkej-62	7	17	growth	growth	NOUN
alkej-62	7	18	kinetics	kinetic	NOUN
alkej-62	7	19	of	of	ADP
alkej-62	7	20	s.	s.	PROPN
alkej-62	7	21	marcescens	marcescens	PROPN
alkej-62	7	22	were	be	AUX
alkej-62	7	23	evaluated	evaluate	VERB
alkej-62	7	24	in	in	ADP
alkej-62	7	25	optimized	optimize	VERB
alkej-62	7	26	medium	medium	NOUN
alkej-62	7	27	which	which	PRON
alkej-62	7	28	revealed	reveal	VERB
alkej-62	7	29	that	that	SCONJ
alkej-62	7	30	prodigiosin	prodigiosin	NOUN
alkej-62	7	31	was	be	AUX
alkej-62	7	32	‘	'	PUNCT
alkej-62	7	33	non	non	ADJ
alkej-62	7	34	-	-	ADJ
alkej-62	7	35	associated	associated	ADJ
alkej-62	7	36	growth	growth	NOUN
alkej-62	7	37	’	'	PUNCT
alkej-62	7	38	secondary	secondary	ADJ
alkej-62	7	39	metabolite	metabolite	NOUN
alkej-62	7	40	with	with	ADP
alkej-62	7	41	maximum	maximum	ADJ
alkej-62	7	42	production	production	NOUN
alkej-62	7	43	of	of	ADP
alkej-62	7	44	approximately	approximately	ADV
alkej-62	7	45	365.7	365.7	NUM
alkej-62	7	46	mg	mg	NOUN
alkej-62	7	47	/	/	SYM
alkej-62	7	48	l	l	NOUN
alkej-62	7	49	obtained	obtain	VERB
alkej-62	7	50	after	after	ADP
alkej-62	7	51	54	54	NUM
alkej-62	7	52	hours	hour	NOUN
alkej-62	7	53	of	of	ADP
alkej-62	7	54	incubation	incubation	NOUN
alkej-62	7	55	.	.	PUNCT
alkej-62	8	1	keywords	keyword	NOUN
alkej-62	8	2	:	:	PUNCT
alkej-62	8	3	classical	classical	ADJ
alkej-62	8	4	optimization	optimization	NOUN
alkej-62	8	5	,	,	PUNCT
alkej-62	8	6	prodigiosin	prodigiosin	PROPN
alkej-62	8	7	,	,	PUNCT
alkej-62	8	8	serratia	serratia	NOUN
alkej-62	8	9	marcescens	marcescen	NOUN
alkej-62	8	10	,	,	PUNCT
alkej-62	8	11	statistical	statistical	ADJ
alkej-62	8	12	optimization	optimization	NOUN
alkej-62	8	13	.	.	PUNCT
alkej-62	9	1	1	1	X
alkej-62	9	2	.	.	X
alkej-62	9	3	introduction	introduction	NOUN
alkej-62	9	4	prodigiosin	prodigiosin	NOUN
alkej-62	9	5	is	be	AUX
alkej-62	9	6	a	a	DET
alkej-62	9	7	‘	'	PUNCT
alkej-62	9	8	red	red	ADJ
alkej-62	9	9	pigment	pigment	NOUN
alkej-62	9	10	produce	produce	NOUN
alkej-62	9	11	by	by	ADP
alkej-62	9	12	serratia	serratia	NOUN
alkej-62	9	13	marcescens	marcescen	NOUN
alkej-62	9	14	which	which	PRON
alkej-62	9	15	is	be	AUX
alkej-62	9	16	gram	gram	NUM
alkej-62	9	17	-	-	PUNCT
alkej-62	9	18	negative	negative	ADJ
alkej-62	9	19	bacteria	bacteria	NOUN
alkej-62	9	20	belong	belong	VERB
alkej-62	9	21	to	to	ADP
alkej-62	9	22	the	the	DET
alkej-62	9	23	family	family	NOUN
alkej-62	9	24	of	of	ADP
alkej-62	9	25	’	'	PUNCT
alkej-62	9	26	enterobacteriaceae	enterobacteriaceae	PROPN
alkej-62	10	1	[	[	X
alkej-62	10	2	1	1	NUM
alkej-62	10	3	]	]	PUNCT
alkej-62	10	4	.	.	PUNCT
alkej-62	11	1	it	it	PRON
alkej-62	11	2	is	be	AUX
alkej-62	11	3	belong	belong	ADJ
alkej-62	11	4	to	to	ADP
alkej-62	11	5	‘	'	PUNCT
alkej-62	11	6	the	the	DET
alkej-62	11	7	family	family	NOUN
alkej-62	11	8	of	of	ADP
alkej-62	11	9	prodiginines	prodiginine	NOUN
alkej-62	11	10	which	which	PRON
alkej-62	11	11	are	be	AUX
alkej-62	11	12	a	a	DET
alkej-62	11	13	group	group	NOUN
alkej-62	11	14	of	of	ADP
alkej-62	11	15	tripyrrole	tripyrrole	NOUN
alkej-62	11	16	red	red	ADJ
alkej-62	11	17	pigments	pigment	NOUN
alkej-62	11	18	produce	produce	VERB
alkej-62	11	19	as	as	ADP
alkej-62	11	20	a	a	DET
alkej-62	11	21	secondary	secondary	ADJ
alkej-62	11	22	metabolite	metabolite	NOUN
alkej-62	11	23	by	by	ADP
alkej-62	11	24	many	many	ADJ
alkej-62	11	25	terrestrial	terrestrial	ADJ
alkej-62	11	26	(	(	PUNCT
alkej-62	11	27	soil	soil	NOUN
alkej-62	11	28	)	)	PUNCT
alkej-62	11	29	and	and	CCONJ
alkej-62	11	30	marine	marine	ADJ
alkej-62	11	31	bacterial	bacterial	ADJ
alkej-62	11	32	strains	strain	NOUN
alkej-62	11	33	’	'	PUNCT
alkej-62	11	34	including	include	VERB
alkej-62	11	35	species	specie	NOUN
alkej-62	11	36	of	of	ADP
alkej-62	11	37	serratia	serratia	NOUN
alkej-62	11	38	,	,	PUNCT
alkej-62	11	39	‘	'	PUNCT
alkej-62	11	40	mainly	mainly	ADV
alkej-62	11	41	s.	s.	PROPN
alkej-62	11	42	marcescens	marcescens	PROPN
alkej-62	12	1	[	[	X
alkej-62	12	2	2	2	NUM
alkej-62	12	3	]	]	PUNCT
alkej-62	12	4	.	.	PUNCT
alkej-62	13	1	in	in	ADP
alkej-62	13	2	recent	recent	ADJ
alkej-62	13	3	years	year	NOUN
alkej-62	13	4	,	,	PUNCT
alkej-62	13	5	there	there	PRON
alkej-62	13	6	has	have	AUX
alkej-62	13	7	been	be	AUX
alkej-62	13	8	an	an	DET
alkej-62	13	9	increasing	increase	VERB
alkej-62	13	10	interest	interest	NOUN
alkej-62	13	11	in	in	ADP
alkej-62	13	12	prodiginines	prodiginine	NOUN
alkej-62	13	13	compounds	compound	NOUN
alkej-62	13	14	due	due	ADP
alkej-62	13	15	to	to	ADP
alkej-62	13	16	their	their	PRON
alkej-62	13	17	immune	immune	ADJ
alkej-62	13	18	suppressive	suppressive	NOUN
alkej-62	13	19	and	and	CCONJ
alkej-62	13	20	anticancer	anticancer	NOUN
alkej-62	13	21	properties	property	NOUN
alkej-62	13	22	in	in	ADP
alkej-62	13	23	addition	addition	NOUN
alkej-62	13	24	to	to	ADP
alkej-62	13	25	antimicrobial	antimicrobial	ADJ
alkej-62	13	26	’	'	PUNCT
alkej-62	13	27	activities	activity	NOUN
alkej-62	13	28	[	[	X
alkej-62	13	29	3	3	NUM
alkej-62	13	30	]	]	PUNCT
alkej-62	13	31	.	.	PUNCT
alkej-62	14	1	the	the	DET
alkej-62	14	2	common	common	ADJ
alkej-62	14	3	‘	'	PUNCT
alkej-62	14	4	way	way	NOUN
alkej-62	14	5	for	for	ADP
alkej-62	14	6	improving	improve	VERB
alkej-62	14	7	production	production	NOUN
alkej-62	14	8	of	of	ADP
alkej-62	14	9	antibiotic	antibiotic	NOUN
alkej-62	14	10	is	be	AUX
alkej-62	14	11	to	to	PART
alkej-62	14	12	optimize	optimize	VERB
alkej-62	14	13	one	one	NUM
alkej-62	14	14	independent	independent	ADJ
alkej-62	14	15	variables	variable	NOUN
alkej-62	14	16	while	while	SCONJ
alkej-62	14	17	,	,	PUNCT
alkej-62	14	18	other	other	ADJ
alkej-62	14	19	independent	independent	ADJ
alkej-62	14	20	variables	variable	NOUN
alkej-62	14	21	remain	remain	VERB
alkej-62	14	22	’	'	PUNCT
alkej-62	14	23	constant	constant	ADJ
alkej-62	14	24	.	.	PUNCT
alkej-62	15	1	however	however	ADV
alkej-62	15	2	,	,	PUNCT
alkej-62	15	3	the	the	DET
alkej-62	15	4	experimental	experimental	ADJ
alkej-62	15	5	results	result	NOUN
alkej-62	15	6	‘	'	PUNCT
alkej-62	15	7	obtained	obtain	VERB
alkej-62	15	8	from	from	ADP
alkej-62	15	9	such	such	ADJ
alkej-62	15	10	strategy	strategy	NOUN
alkej-62	15	11	are	be	AUX
alkej-62	15	12	not	not	PART
alkej-62	15	13	reflecting	reflect	VERB
alkej-62	15	14	the	the	DET
alkej-62	15	15	interaction	interaction	NOUN
alkej-62	15	16	effect	effect	NOUN
alkej-62	15	17	between	between	ADP
alkej-62	15	18	factors	factor	NOUN
alkej-62	15	19	.	.	PUNCT
alkej-62	16	1	optimum	optimum	ADJ
alkej-62	16	2	values	value	NOUN
alkej-62	16	3	of	of	ADP
alkej-62	16	4	factors	factor	NOUN
alkej-62	16	5	are	be	AUX
alkej-62	16	6	difficult	difficult	ADJ
alkej-62	16	7	to	to	PART
alkej-62	16	8	determine	determine	VERB
alkej-62	16	9	from	from	ADP
alkej-62	16	10	experiment	experiment	NOUN
alkej-62	16	11	simply	simply	ADV
alkej-62	16	12	due	due	ADP
alkej-62	16	13	to	to	ADP
alkej-62	16	14	large	large	ADJ
alkej-62	16	15	number	number	NOUN
alkej-62	16	16	of	of	ADP
alkej-62	16	17	experiment	experiment	NOUN
alkej-62	16	18	’	'	PUNCT
alkej-62	16	19	required	require	VERB
alkej-62	16	20	.	.	PUNCT
alkej-62	17	1	therefore	therefore	ADV
alkej-62	17	2	statistical	statistical	ADJ
alkej-62	17	3	optimization	optimization	NOUN
alkej-62	17	4	technique	technique	NOUN
alkej-62	17	5	‘	'	PUNCT
alkej-62	17	6	was	be	AUX
alkej-62	17	7	developed	develop	VERB
alkej-62	17	8	to	to	PART
alkej-62	17	9	reduce	reduce	VERB
alkej-62	17	10	the	the	DET
alkej-62	17	11	number	number	NOUN
alkej-62	17	12	of	of	ADP
alkej-62	17	13	experiments	experiment	NOUN
alkej-62	17	14	that	that	PRON
alkej-62	17	15	optimize	optimize	VERB
alkej-62	17	16	all	all	DET
alkej-62	17	17	independent	independent	ADJ
alkej-62	17	18	variables	variable	NOUN
alkej-62	17	19	in	in	ADP
alkej-62	17	20	order	order	NOUN
alkej-62	17	21	to	to	PART
alkej-62	17	22	maximize	maximize	VERB
alkej-62	17	23	the	the	DET
alkej-62	17	24	response	response	NOUN
alkej-62	17	25	(	(	PUNCT
alkej-62	17	26	dependent	dependent	ADJ
alkej-62	17	27	variable)as	variable)as	NOUN
alkej-62	17	28	well	well	ADV
alkej-62	17	29	as	as	ADP
alkej-62	17	30	build	build	NOUN
alkej-62	17	31	models	model	NOUN
alkej-62	17	32	evaluating	evaluate	VERB
alkej-62	17	33	effect	effect	NOUN
alkej-62	17	34	of	of	ADP
alkej-62	17	35	factors	factor	NOUN
alkej-62	17	36	on	on	ADP
alkej-62	17	37	response	response	NOUN
alkej-62	17	38	’	'	PUNCT
alkej-62	17	39	sura	sura	PROPN
alkej-62	17	40	jasem	jasem	PROPN
alkej-62	17	41	mohammed	mohammed	PROPN
alkej-62	17	42	al	al	PROPN
alkej-62	17	43	-	-	PUNCT
alkej-62	17	44	khwarizmi	khwarizmi	PROPN
alkej-62	17	45	engineering	engineering	NOUN
alkej-62	17	46	journal	journal	PROPN
alkej-62	17	47	,	,	PUNCT
alkej-62	17	48	vol	vol	NOUN
alkej-62	17	49	.	.	PROPN
alkej-62	18	1	14	14	NUM
alkej-62	18	2	,	,	PUNCT
alkej-62	18	3	no	no	INTJ
alkej-62	18	4	.	.	NOUN
alkej-62	18	5	4	4	NUM
alkej-62	18	6	,	,	PUNCT
alkej-62	18	7	p.p	p.p	PROPN
alkej-62	18	8	.	.	NOUN
alkej-62	18	9	92102	92102	NUM
alkej-62	18	10	(	(	PUNCT
alkej-62	18	11	2018	2018	NUM
alkej-62	18	12	)	)	PUNCT
alkej-62	19	1	93	93	NUM
alkej-62	20	1	[	[	X
alkej-62	20	2	4	4	NUM
alkej-62	20	3	]	]	PUNCT
alkej-62	20	4	.	.	PUNCT
alkej-62	21	1	the	the	DET
alkej-62	21	2	aim	aim	NOUN
alkej-62	21	3	of	of	ADP
alkej-62	21	4	the	the	DET
alkej-62	21	5	present	present	ADJ
alkej-62	21	6	study	study	NOUN
alkej-62	21	7	was	be	AUX
alkej-62	21	8	to	to	PART
alkej-62	21	9	find	find	VERB
alkej-62	21	10	the	the	DET
alkej-62	21	11	optimal	optimal	ADJ
alkej-62	21	12	medium	medium	ADJ
alkej-62	21	13	composition	composition	NOUN
alkej-62	21	14	for	for	ADP
alkej-62	21	15	cultivating	cultivate	VERB
alkej-62	21	16	the	the	DET
alkej-62	21	17	local	local	ADJ
alkej-62	21	18	isolate	isolate	NOUN
alkej-62	21	19	serratia	serratia	NOUN
alkej-62	21	20	marcescens	marcescen	NOUN
alkej-62	21	21	in	in	ADP
alkej-62	21	22	order	order	NOUN
alkej-62	21	23	to	to	PART
alkej-62	21	24	improve	improve	VERB
alkej-62	21	25	the	the	DET
alkej-62	21	26	production	production	NOUN
alkej-62	21	27	of	of	ADP
alkej-62	21	28	prodigiosin	prodigiosin	NOUN
alkej-62	21	29	.	.	PUNCT
alkej-62	22	1	2	2	X
alkej-62	22	2	.	.	X
alkej-62	22	3	experimental	experimental	ADJ
alkej-62	22	4	works	work	VERB
alkej-62	22	5	2.1	2.1	NUM
alkej-62	22	6	microorganisms	microorganism	NOUN
alkej-62	22	7	and	and	CCONJ
alkej-62	22	8	media	medium	NOUN
alkej-62	22	9	prodigiosin	prodigiosin	NOUN
alkej-62	22	10	producing	produce	VERB
alkej-62	22	11	isolate	isolate	NOUN
alkej-62	22	12	of	of	ADP
alkej-62	22	13	serratia	serratia	PROPN
alkej-62	22	14	sp	sp	PROPN
alkej-62	22	15	.	.	PROPN
alkej-62	22	16	was	be	AUX
alkej-62	22	17	used	use	VERB
alkej-62	22	18	throughout	throughout	ADP
alkej-62	22	19	this	this	DET
alkej-62	22	20	work	work	NOUN
alkej-62	22	21	.	.	PUNCT
alkej-62	23	1	it	it	PRON
alkej-62	23	2	was	be	AUX
alkej-62	23	3	provided	provide	VERB
alkej-62	23	4	by	by	ADP
alkej-62	23	5	fermentation	fermentation	NOUN
alkej-62	23	6	laboratory	laboratory	NOUN
alkej-62	23	7	,	,	PUNCT
alkej-62	23	8	department	department	NOUN
alkej-62	23	9	of	of	ADP
alkej-62	23	10	biotechnology	biotechnology	NOUN
alkej-62	23	11	,	,	PUNCT
alkej-62	23	12	collage	collage	NOUN
alkej-62	23	13	of	of	ADP
alkej-62	23	14	science	science	NOUN
alkej-62	23	15	,	,	PUNCT
alkej-62	23	16	university	university	NOUN
alkej-62	23	17	of	of	ADP
alkej-62	23	18	baghdad	baghdad	PROPN
alkej-62	23	19	.	.	PUNCT
alkej-62	24	1	brain	brain	NOUN
alkej-62	24	2	heart	heart	NOUN
alkej-62	24	3	infusion	infusion	NOUN
alkej-62	24	4	was	be	AUX
alkej-62	24	5	used	use	VERB
alkej-62	24	6	for	for	ADP
alkej-62	24	7	maintenance	maintenance	NOUN
alkej-62	24	8	of	of	ADP
alkej-62	24	9	s.	s.	PROPN
alkej-62	24	10	marcescens	marcescens	PROPN
alkej-62	24	11	.	.	PUNCT
alkej-62	25	1	a	a	DET
alkej-62	25	2	chemically	chemically	ADV
alkej-62	25	3	defined	define	VERB
alkej-62	25	4	liquid	liquid	ADJ
alkej-62	25	5	medium	medium	NOUN
alkej-62	25	6	described	describe	VERB
alkej-62	25	7	by	by	ADP
alkej-62	25	8	chen	chen	PROPN
alkej-62	25	9	and	and	CCONJ
alkej-62	25	10	coworkers	coworker	NOUN
alkej-62	25	11	(	(	PUNCT
alkej-62	25	12	2013	2013	NUM
alkej-62	25	13	)	)	PUNCT
alkej-62	26	1	[	[	X
alkej-62	26	2	5	5	NUM
alkej-62	26	3	]	]	PUNCT
alkej-62	26	4	was	be	AUX
alkej-62	26	5	used	use	VERB
alkej-62	26	6	for	for	ADP
alkej-62	26	7	the	the	DET
alkej-62	26	8	cultivation	cultivation	NOUN
alkej-62	26	9	of	of	ADP
alkej-62	26	10	serratia	serratia	NOUN
alkej-62	26	11	and	and	CCONJ
alkej-62	26	12	production	production	NOUN
alkej-62	26	13	of	of	ADP
alkej-62	26	14	prodigiosin	prodigiosin	NOUN
alkej-62	26	15	which	which	PRON
alkej-62	26	16	contains	contain	VERB
alkej-62	26	17	g	g	PROPN
alkej-62	26	18	/	/	SYM
alkej-62	26	19	l	l	NOUN
alkej-62	26	20	:	:	PUNCT
alkej-62	26	21	(	(	PUNCT
alkej-62	26	22	starch	starch	NOUN
alkej-62	26	23	,	,	PUNCT
alkej-62	26	24	10	10	NUM
alkej-62	26	25	;	;	PUNCT
alkej-62	26	26	peptone	peptone	NOUN
alkej-62	26	27	,	,	PUNCT
alkej-62	26	28	5	5	NUM
alkej-62	26	29	;	;	PUNCT
alkej-62	26	30	cacl2.2h2o	cacl2.2h2o	NOUN
alkej-62	26	31	,	,	PUNCT
alkej-62	26	32	8.82	8.82	NUM
alkej-62	26	33	;	;	PUNCT
alkej-62	26	34	feso4.4h2o	feso4.4h2o	NOUN
alkej-62	26	35	,	,	PUNCT
alkej-62	26	36	0.33	0.33	NUM
alkej-62	26	37	;	;	PUNCT
alkej-62	26	38	mgso4.7h2o	mgso4.7h2o	NOUN
alkej-62	26	39	,	,	PUNCT
alkej-62	26	40	0.61	0.61	NUM
alkej-62	26	41	;	;	PUNCT
alkej-62	26	42	mnso4.4h2o	mnso4.4h2o	NOUN
alkej-62	26	43	,	,	PUNCT
alkej-62	26	44	2	2	NUM
alkej-62	26	45	)	)	PUNCT
alkej-62	26	46	.	.	PUNCT
alkej-62	27	1	ph	ph	PROPN
alkej-62	27	2	was	be	AUX
alkej-62	27	3	adjusted	adjust	VERB
alkej-62	27	4	to	to	ADP
alkej-62	27	5	7	7	NUM
alkej-62	27	6	prior	prior	ADV
alkej-62	27	7	to	to	ADP
alkej-62	27	8	autoclaving	autoclave	VERB
alkej-62	27	9	.	.	PUNCT
alkej-62	28	1	2.2	2.2	NUM
alkej-62	28	2	preparation	preparation	NOUN
alkej-62	28	3	of	of	ADP
alkej-62	28	4	inocula	inocula	NOUN
alkej-62	28	5	and	and	CCONJ
alkej-62	28	6	cultivation	cultivation	NOUN
alkej-62	28	7	methods	method	NOUN
alkej-62	28	8	seed	seed	NOUN
alkej-62	28	9	culture	culture	NOUN
alkej-62	28	10	of	of	ADP
alkej-62	28	11	serratia	serratia	PROPN
alkej-62	28	12	marcescens	marcescens	PROPN
alkej-62	28	13	isolate	isolate	PROPN
alkej-62	28	14	was	be	AUX
alkej-62	28	15	prepared	prepare	VERB
alkej-62	28	16	as	as	SCONJ
alkej-62	28	17	follows	follow	VERB
alkej-62	28	18	:	:	PUNCT
alkej-62	28	19	‘	'	PUNCT
alkej-62	28	20	a	a	DET
alkej-62	28	21	few	few	ADJ
alkej-62	28	22	loop	loop	NOUN
alkej-62	28	23	full	full	ADJ
alkej-62	28	24	of	of	ADP
alkej-62	28	25	bacterial	bacterial	ADJ
alkej-62	28	26	growth	growth	NOUN
alkej-62	28	27	from	from	ADP
alkej-62	28	28	an	an	DET
alkej-62	28	29	overnight	overnight	ADJ
alkej-62	28	30	culture	culture	NOUN
alkej-62	28	31	on	on	ADP
alkej-62	28	32	brain	brain	NOUN
alkej-62	28	33	-	-	PUNCT
alkej-62	28	34	heart	heart	NOUN
alkej-62	28	35	infusion	infusion	NOUN
alkej-62	28	36	medium	medium	NOUN
alkej-62	28	37	was	be	AUX
alkej-62	28	38	inoculated	inoculate	VERB
alkej-62	28	39	into	into	ADP
alkej-62	28	40	100	100	NUM
alkej-62	28	41	ml	ml	NOUN
alkej-62	28	42	erlenmeyer	erlenmeyer	PROPN
alkej-62	28	43	shake	shake	NOUN
alkej-62	28	44	flask	flask	NOUN
alkej-62	28	45	contained	contain	VERB
alkej-62	28	46	20	20	NUM
alkej-62	28	47	ml	ml	NOUN
alkej-62	28	48	of	of	ADP
alkej-62	28	49	chemically	chemically	ADV
alkej-62	28	50	defined	define	VERB
alkej-62	28	51	liquid	liquid	ADJ
alkej-62	28	52	medium	medium	NOUN
alkej-62	28	53	.	.	PUNCT
alkej-62	29	1	the	the	DET
alkej-62	29	2	flask	flask	NOUN
alkej-62	29	3	was	be	AUX
alkej-62	29	4	then	then	ADV
alkej-62	29	5	incubated	incubate	VERB
alkej-62	29	6	for	for	ADP
alkej-62	29	7	24	24	NUM
alkej-62	29	8	hr	hr	NOUN
alkej-62	29	9	in	in	ADP
alkej-62	29	10	an	an	DET
alkej-62	29	11	orbital	orbital	ADJ
alkej-62	29	12	shaker	shaker	NOUN
alkej-62	29	13	incubator	incubator	NOUN
alkej-62	29	14	at	at	ADP
alkej-62	29	15	30oc	30oc	PROPN
alkej-62	29	16	and	and	CCONJ
alkej-62	29	17	200	200	NUM
alkej-62	29	18	rpm	rpm	NOUN
alkej-62	29	19	which	which	PRON
alkej-62	29	20	then	then	ADV
alkej-62	29	21	used	use	VERB
alkej-62	29	22	as	as	ADP
alkej-62	29	23	seed	seed	NOUN
alkej-62	29	24	culture	culture	NOUN
alkej-62	29	25	for	for	ADP
alkej-62	29	26	inoculating	inoculate	VERB
alkej-62	29	27	production	production	NOUN
alkej-62	29	28	medium	medium	NOUN
alkej-62	29	29	at	at	ADP
alkej-62	29	30	level	level	NOUN
alkej-62	29	31	of	of	ADP
alkej-62	29	32	2	2	NUM
alkej-62	29	33	%	%	NOUN
alkej-62	29	34	(	(	PUNCT
alkej-62	29	35	v	v	NOUN
alkej-62	29	36	/	/	SYM
alkej-62	29	37	v	v	NOUN
alkej-62	29	38	)	)	PUNCT
alkej-62	29	39	under	under	ADP
alkej-62	29	40	the	the	DET
alkej-62	29	41	same	same	ADJ
alkej-62	29	42	incubation	incubation	NOUN
alkej-62	29	43	conditions	condition	NOUN
alkej-62	29	44	for	for	ADP
alkej-62	29	45	’	'	PUNCT
alkej-62	29	46	48h	48h	NOUN
alkej-62	29	47	.	.	PUNCT
alkej-62	30	1	during	during	ADP
alkej-62	30	2	the	the	DET
alkej-62	30	3	incubation	incubation	NOUN
alkej-62	30	4	,	,	PUNCT
alkej-62	30	5	samples	sample	NOUN
alkej-62	30	6	were	be	AUX
alkej-62	30	7	taken	take	VERB
alkej-62	30	8	for	for	ADP
alkej-62	30	9	the	the	DET
alkej-62	30	10	analyses	analysis	NOUN
alkej-62	30	11	of	of	ADP
alkej-62	30	12	prodigiosin	prodigiosin	NOUN
alkej-62	30	13	production	production	NOUN
alkej-62	30	14	,	,	PUNCT
alkej-62	30	15	biomass	biomass	NOUN
alkej-62	30	16	and	and	CCONJ
alkej-62	30	17	substrate	substrate	NOUN
alkej-62	30	18	concentration	concentration	NOUN
alkej-62	30	19	.	.	PUNCT
alkej-62	31	1	each	each	DET
alkej-62	31	2	run	run	NOUN
alkej-62	31	3	was	be	AUX
alkej-62	31	4	conducted	conduct	VERB
alkej-62	31	5	either	either	CCONJ
alkej-62	31	6	in	in	ADP
alkej-62	31	7	triplicate	triplicate	NOUN
alkej-62	31	8	or	or	CCONJ
alkej-62	31	9	duplicate	duplicate	VERB
alkej-62	31	10	.	.	PUNCT
alkej-62	32	1	2.3	2.3	NUM
alkej-62	32	2	classical	classical	ADJ
alkej-62	32	3	optimization	optimization	NOUN
alkej-62	32	4	prodigiosin	prodigiosin	NOUN
alkej-62	32	5	production	production	NOUN
alkej-62	32	6	was	be	AUX
alkej-62	32	7	primarily	primarily	ADV
alkej-62	32	8	optimized	optimize	VERB
alkej-62	32	9	by	by	ADP
alkej-62	32	10	classical	classical	ADJ
alkej-62	32	11	method	method	NOUN
alkej-62	32	12	one	one	NUM
alkej-62	32	13	factor	factor	NOUN
alkej-62	32	14	at	at	ADP
alkej-62	32	15	time	time	NOUN
alkej-62	32	16	with	with	ADP
alkej-62	32	17	the	the	DET
alkej-62	32	18	parameters	parameter	NOUN
alkej-62	32	19	carbon	carbon	NOUN
alkej-62	32	20	and	and	CCONJ
alkej-62	32	21	nitrogen	nitrogen	NOUN
alkej-62	32	22	sources	source	NOUN
alkej-62	32	23	,	,	PUNCT
alkej-62	32	24	c	c	NOUN
alkej-62	32	25	/	/	SYM
alkej-62	32	26	n	n	PRON
alkej-62	32	27	ratio	ratio	NOUN
alkej-62	32	28	,	,	PUNCT
alkej-62	32	29	ph	ph	NOUN
alkej-62	32	30	and	and	CCONJ
alkej-62	32	31	inoculum	inoculum	NOUN
alkej-62	32	32	size%	size%	PUNCT
alkej-62	32	33	.	.	PUNCT
alkej-62	33	1	for	for	ADP
alkej-62	33	2	this	this	DET
alkej-62	33	3	purpose	purpose	NOUN
alkej-62	33	4	,	,	PUNCT
alkej-62	33	5	different	different	ADJ
alkej-62	33	6	carbon	carbon	NOUN
alkej-62	33	7	sources	source	NOUN
alkej-62	33	8	(	(	PUNCT
alkej-62	33	9	glucose	glucose	NOUN
alkej-62	33	10	glycerol	glycerol	NOUN
alkej-62	33	11	,	,	PUNCT
alkej-62	33	12	methanol	methanol	NOUN
alkej-62	33	13	,	,	PUNCT
alkej-62	33	14	sucrose	sucrose	PROPN
alkej-62	33	15	,	,	PUNCT
alkej-62	33	16	arabinose	arabinose	NOUN
alkej-62	33	17	,	,	PUNCT
alkej-62	33	18	mannitol	mannitol	NOUN
alkej-62	33	19	,	,	PUNCT
alkej-62	33	20	mannose	mannose	NOUN
alkej-62	33	21	,	,	PUNCT
alkej-62	33	22	methyl	methyl	NOUN
alkej-62	33	23	cellulose	cellulose	NOUN
alkej-62	33	24	,	,	PUNCT
alkej-62	33	25	starch	starch	NOUN
alkej-62	33	26	,	,	PUNCT
alkej-62	33	27	maltose	maltose	NOUN
alkej-62	33	28	)	)	PUNCT
alkej-62	33	29	and	and	CCONJ
alkej-62	33	30	nitrogen	nitrogen	NOUN
alkej-62	33	31	sources	source	NOUN
alkej-62	33	32	(	(	PUNCT
alkej-62	33	33	urea	urea	NOUN
alkej-62	33	34	,	,	PUNCT
alkej-62	33	35	peptone	peptone	NOUN
alkej-62	33	36	,	,	PUNCT
alkej-62	33	37	trypton	trypton	NOUN
alkej-62	33	38	,	,	PUNCT
alkej-62	33	39	yeast	yeast	NOUN
alkej-62	33	40	extract	extract	NOUN
alkej-62	33	41	,	,	PUNCT
alkej-62	33	42	ammonium	ammonium	NOUN
alkej-62	33	43	oxalate	oxalate	NOUN
alkej-62	33	44	,	,	PUNCT
alkej-62	33	45	ammonium	ammonium	NOUN
alkej-62	33	46	acetate	acetate	NOUN
alkej-62	33	47	)	)	PUNCT
alkej-62	33	48	were	be	AUX
alkej-62	33	49	investigated	investigate	VERB
alkej-62	33	50	.	.	PUNCT
alkej-62	34	1	the	the	DET
alkej-62	34	2	best	good	ADJ
alkej-62	34	3	concentration	concentration	NOUN
alkej-62	34	4	ratio	ratio	NOUN
alkej-62	34	5	of	of	ADP
alkej-62	34	6	carbon	carbon	NOUN
alkej-62	34	7	to	to	ADP
alkej-62	34	8	nitrogen	nitrogen	NOUN
alkej-62	34	9	sources	source	NOUN
alkej-62	34	10	that	that	PRON
alkej-62	34	11	maximize	maximize	VERB
alkej-62	34	12	prodigiosin	prodigiosin	NOUN
alkej-62	34	13	production	production	NOUN
alkej-62	34	14	was	be	AUX
alkej-62	34	15	studied	study	VERB
alkej-62	34	16	using	use	VERB
alkej-62	34	17	different	different	ADJ
alkej-62	34	18	ratios	ratio	NOUN
alkej-62	34	19	of	of	ADP
alkej-62	34	20	(	(	PUNCT
alkej-62	34	21	c	c	NOUN
alkej-62	34	22	/	/	SYM
alkej-62	34	23	n	n	CCONJ
alkej-62	34	24	)	)	PUNCT
alkej-62	34	25	(	(	PUNCT
alkej-62	34	26	9/1	9/1	NUM
alkej-62	34	27	,	,	PUNCT
alkej-62	34	28	8/2	8/2	NUM
alkej-62	34	29	,	,	PUNCT
alkej-62	34	30	7/3	7/3	NUM
alkej-62	34	31	,	,	PUNCT
alkej-62	34	32	6/4	6/4	NUM
alkej-62	34	33	,	,	PUNCT
alkej-62	34	34	1/1	1/1	NUM
alkej-62	34	35	,	,	PUNCT
alkej-62	34	36	4/6	4/6	NUM
alkej-62	34	37	,	,	PUNCT
alkej-62	34	38	3/7	3/7	NUM
alkej-62	34	39	,	,	PUNCT
alkej-62	34	40	2/8	2/8	NUM
alkej-62	34	41	,	,	PUNCT
alkej-62	34	42	1/9	1/9	NUM
alkej-62	34	43	)	)	PUNCT
alkej-62	34	44	.	.	PUNCT
alkej-62	35	1	in	in	ADP
alkej-62	35	2	addition	addition	NOUN
alkej-62	35	3	,	,	PUNCT
alkej-62	35	4	the	the	DET
alkej-62	35	5	effect	effect	NOUN
alkej-62	35	6	of	of	ADP
alkej-62	35	7	ph	ph	PROPN
alkej-62	35	8	(	(	PUNCT
alkej-62	35	9	5	5	NUM
alkej-62	35	10	to	to	PART
alkej-62	35	11	9	9	NUM
alkej-62	35	12	)	)	PUNCT
alkej-62	35	13	and	and	CCONJ
alkej-62	35	14	size	size	NOUN
alkej-62	35	15	of	of	ADP
alkej-62	35	16	seed	seed	NOUN
alkej-62	35	17	culture	culture	NOUN
alkej-62	35	18	(	(	PUNCT
alkej-62	35	19	1	1	NUM
alkej-62	35	20	to	to	PART
alkej-62	35	21	5	5	NUM
alkej-62	35	22	%	%	NOUN
alkej-62	35	23	)	)	PUNCT
alkej-62	35	24	were	be	AUX
alkej-62	35	25	also	also	ADV
alkej-62	35	26	investigated	investigate	VERB
alkej-62	35	27	.	.	PUNCT
alkej-62	36	1	2.4	2.4	NUM
alkej-62	36	2	statistical	statistical	ADJ
alkej-62	36	3	experimental	experimental	ADJ
alkej-62	36	4	design	design	NOUN
alkej-62	36	5	response	response	NOUN
alkej-62	36	6	surface	surface	NOUN
alkej-62	36	7	methodology	methodology	NOUN
alkej-62	36	8	(	(	PUNCT
alkej-62	36	9	rsm	rsm	NOUN
alkej-62	36	10	)	)	PUNCT
alkej-62	36	11	was	be	AUX
alkej-62	36	12	used	use	VERB
alkej-62	36	13	to	to	PART
alkej-62	36	14	‘	'	PUNCT
alkej-62	36	15	optimize	optimize	VERB
alkej-62	36	16	trace	trace	NOUN
alkej-62	36	17	elements	element	NOUN
alkej-62	36	18	concentrations	concentration	NOUN
alkej-62	36	19	(	(	PUNCT
alkej-62	36	20	micronutrients	micronutrient	NOUN
alkej-62	36	21	)	)	PUNCT
alkej-62	36	22	that	that	PRON
alkej-62	36	23	maximize	maximize	VERB
alkej-62	36	24	prodigiosin	prodigiosin	NOUN
alkej-62	36	25	production	production	NOUN
alkej-62	36	26	based	base	VERB
alkej-62	36	27	on	on	ADP
alkej-62	36	28	a	a	DET
alkej-62	36	29	statistical	statistical	ADJ
alkej-62	36	30	method	method	NOUN
alkej-62	36	31	using	use	VERB
alkej-62	36	32	box	box	NOUN
alkej-62	36	33	-	-	PUNCT
alkej-62	36	34	bhenken	bhenken	VERB
alkej-62	36	35	with	with	ADP
alkej-62	36	36	three	three	NUM
alkej-62	36	37	levels	level	NOUN
alkej-62	36	38	for	for	ADP
alkej-62	36	39	each	each	DET
alkej-62	36	40	factor	factor	NOUN
alkej-62	36	41	and	and	CCONJ
alkej-62	36	42	design	design	NOUN
alkej-62	36	43	matrix	matrix	NOUN
alkej-62	36	44	as	as	SCONJ
alkej-62	36	45	shown	show	VERB
alkej-62	36	46	in	in	ADP
alkej-62	36	47	table	table	NOUN
alkej-62	36	48	(	(	PUNCT
alkej-62	36	49	1	1	NUM
alkej-62	36	50	)	)	PUNCT
alkej-62	36	51	.	.	PUNCT
alkej-62	37	1	the	the	DET
alkej-62	37	2	effects	effect	NOUN
alkej-62	37	3	of	of	ADP
alkej-62	37	4	‘	'	PUNCT
alkej-62	37	5	each	each	DET
alkej-62	37	6	variable	variable	NOUN
alkej-62	37	7	and	and	CCONJ
alkej-62	37	8	their	their	PRON
alkej-62	37	9	interaction	interaction	NOUN
alkej-62	37	10	as	as	ADV
alkej-62	37	11	well	well	ADV
alkej-62	37	12	as	as	ADP
alkej-62	37	13	the	the	DET
alkej-62	37	14	statistical	statistical	ADJ
alkej-62	37	15	analysis	analysis	NOUN
alkej-62	37	16	were	be	AUX
alkej-62	37	17	studied	study	VERB
alkej-62	37	18	in	in	ADP
alkej-62	37	19	order	order	NOUN
alkej-62	37	20	to	to	PART
alkej-62	37	21	obtain	obtain	VERB
alkej-62	37	22	a	a	DET
alkej-62	37	23	predict	predict	ADJ
alkej-62	37	24	production	production	NOUN
alkej-62	37	25	as	as	SCONJ
alkej-62	37	26	explained	explain	VERB
alkej-62	37	27	in	in	ADP
alkej-62	37	28	the	the	DET
alkej-62	37	29	following	follow	VERB
alkej-62	37	30	quadratic	quadratic	ADJ
alkej-62	37	31	’	'	PUNCT
alkej-62	37	32	equation[6	equation[6	PROPN
alkej-62	37	33	]	]	PUNCT
alkej-62	37	34	:	:	PUNCT
alkej-62	37	35	�	�	PROPN
alkej-62	37	36	=	=	SYM
alkej-62	37	37	�	�	PROPN
alkej-62	37	38	�	�	PROPN
alkej-62	37	39	+	+	CCONJ
alkej-62	37	40	�	�	PROPN
alkej-62	37	41	�	�	PROPN
alkej-62	37	42	�	�	PROPN
alkej-62	37	43	�	�	PROPN
alkej-62	37	44	+	+	CCONJ
alkej-62	37	45	�	�	PROPN
alkej-62	37	46	�	�	PROPN
alkej-62	37	47	�	�	PROPN
alkej-62	37	48	�	�	PROPN
alkej-62	37	49	�	�	PROPN
alkej-62	37	50	�	�	PROPN
alkej-62	37	51	�	�	PROPN
alkej-62	37	52	�	�	PROPN
alkej-62	37	53	�	�	PROPN
alkej-62	37	54	+	+	CCONJ
alkej-62	37	55	�	�	PROPN
alkej-62	37	56	�	�	PROPN
alkej-62	37	57	�	�	PROPN
alkej-62	37	58	�	�	PROPN
alkej-62	37	59	�	�	PROPN
alkej-62	37	60	�	�	PROPN
alkej-62	37	61	�	�	PROPN
alkej-62	37	62	�	�	PROPN
alkej-62	37	63	�	�	PROPN
alkej-62	37	64	�	�	PROPN
alkej-62	37	65	�	�	PROPN
alkej-62	37	66	�	�	PROPN
alkej-62	37	67	�	�	PROPN
alkej-62	37	68	�	�	PROPN
alkej-62	37	69	�	�	PROPN
alkej-62	37	70	�	�	PROPN
alkej-62	37	71	�	�	PROPN
alkej-62	37	72	�	�	PROPN
alkej-62	37	73	…	…	PUNCT
alkej-62	37	74	(	(	PUNCT
alkej-62	37	75	1	1	NUM
alkej-62	37	76	)	)	PUNCT
alkej-62	37	77	where	where	SCONJ
alkej-62	37	78	y	y	PROPN
alkej-62	37	79	is	be	AUX
alkej-62	37	80	the	the	DET
alkej-62	37	81	predicted	predict	VERB
alkej-62	37	82	response	response	NOUN
alkej-62	37	83	,	,	PUNCT
alkej-62	37	84	β0	β0	PROPN
alkej-62	37	85	is	be	AUX
alkej-62	37	86	the	the	DET
alkej-62	37	87	intercept	intercept	NOUN
alkej-62	37	88	term	term	NOUN
alkej-62	37	89	,	,	PUNCT
alkej-62	37	90	βi	βi	PROPN
alkej-62	37	91	is	be	AUX
alkej-62	37	92	the	the	DET
alkej-62	37	93	linear	linear	ADJ
alkej-62	37	94	effect	effect	NOUN
alkej-62	37	95	,	,	PUNCT
alkej-62	37	96	βii	βii	NOUN
alkej-62	37	97	is	be	AUX
alkej-62	37	98	the	the	DET
alkej-62	37	99	squared	squared	ADJ
alkej-62	37	100	effect	effect	NOUN
alkej-62	37	101	,	,	PUNCT
alkej-62	37	102	βij	βij	PROPN
alkej-62	37	103	is	be	AUX
alkej-62	37	104	the	the	DET
alkej-62	37	105	interaction	interaction	NOUN
alkej-62	37	106	effect	effect	NOUN
alkej-62	37	107	,	,	PUNCT
alkej-62	37	108	and	and	CCONJ
alkej-62	37	109	xi	xi	PROPN
alkej-62	37	110	and	and	CCONJ
alkej-62	37	111	xj	xj	PROPN
alkej-62	37	112	are	be	AUX
alkej-62	37	113	input	input	NOUN
alkej-62	37	114	variables	variable	NOUN
alkej-62	37	115	that	that	PRON
alkej-62	37	116	influence	influence	VERB
alkej-62	37	117	the	the	DET
alkej-62	37	118	response	response	NOUN
alkej-62	37	119	variable	variable	ADJ
alkej-62	37	120	y.	y.	PROPN
alkej-62	37	121	the	the	DET
alkej-62	37	122	experimental	experimental	ADJ
alkej-62	37	123	‘	'	PUNCT
alkej-62	37	124	design	design	NOUN
alkej-62	37	125	and	and	CCONJ
alkej-62	37	126	regression	regression	VERB
alkej-62	37	127	analysis	analysis	NOUN
alkej-62	37	128	of	of	ADP
alkej-62	37	129	experimental	experimental	ADJ
alkej-62	37	130	data	datum	NOUN
alkej-62	37	131	was	be	AUX
alkej-62	37	132	conducted	conduct	VERB
alkej-62	37	133	with	with	ADP
alkej-62	37	134	design	design	NOUN
alkej-62	37	135	expert7	expert7	NOUN
alkej-62	37	136	analysis	analysis	NOUN
alkej-62	37	137	of	of	ADP
alkej-62	37	138	variance	variance	NOUN
alkej-62	37	139	anova	anova	PROPN
alkej-62	37	140	to	to	PART
alkej-62	37	141	evaluate	evaluate	VERB
alkej-62	37	142	the	the	DET
alkej-62	37	143	model	model	NOUN
alkej-62	37	144	.	.	PUNCT
alkej-62	38	1	the	the	DET
alkej-62	38	2	quality	quality	NOUN
alkej-62	38	3	of	of	ADP
alkej-62	38	4	the	the	DET
alkej-62	38	5	polynomial	polynomial	ADJ
alkej-62	38	6	model	model	NOUN
alkej-62	38	7	equation	equation	NOUN
alkej-62	38	8	was	be	AUX
alkej-62	38	9	judged	judge	VERB
alkej-62	38	10	statistically	statistically	ADV
alkej-62	38	11	by	by	ADP
alkej-62	38	12	the	the	DET
alkej-62	38	13	determination	determination	NOUN
alkej-62	38	14	coefficient	coefficient	NOUN
alkej-62	38	15	(	(	PUNCT
alkej-62	38	16	r2	r2	PROPN
alkej-62	38	17	)	)	PUNCT
alkej-62	38	18	,	,	PUNCT
alkej-62	38	19	and	and	CCONJ
alkej-62	38	20	its	its	PRON
alkej-62	38	21	statistical	statistical	ADJ
alkej-62	38	22	significance	significance	NOUN
alkej-62	38	23	was	be	AUX
alkej-62	38	24	determined	determine	VERB
alkej-62	38	25	by	by	ADP
alkej-62	38	26	fisher	fisher	PROPN
alkej-62	38	27	’s	’s	PART
alkej-62	38	28	’	'	PUNCT
alkej-62	38	29	test	test	NOUN
alkej-62	39	1	[	[	X
alkej-62	39	2	7	7	NUM
alkej-62	39	3	]	]	PUNCT
alkej-62	39	4	.	.	PUNCT
alkej-62	40	1	2.5	2.5	NUM
alkej-62	40	2	growth	growth	NOUN
alkej-62	40	3	kinetics	kinetic	NOUN
alkej-62	40	4	study	study	NOUN
alkej-62	40	5	of	of	ADP
alkej-62	40	6	serratia	serratia	PROPN
alkej-62	40	7	marcescens	marcescen	NOUN
alkej-62	40	8	the	the	DET
alkej-62	40	9	behavior	behavior	NOUN
alkej-62	40	10	of	of	ADP
alkej-62	40	11	serratia	serratia	NOUN
alkej-62	40	12	marcescens	marcescen	NOUN
alkej-62	40	13	in	in	ADP
alkej-62	40	14	‘	'	PUNCT
alkej-62	40	15	terms	term	NOUN
alkej-62	40	16	of	of	ADP
alkej-62	40	17	growth	growth	NOUN
alkej-62	40	18	and	and	CCONJ
alkej-62	40	19	substrate	substrate	NOUN
alkej-62	40	20	consumption	consumption	NOUN
alkej-62	40	21	with	with	ADP
alkej-62	40	22	time	time	NOUN
alkej-62	40	23	as	as	ADV
alkej-62	40	24	well	well	ADV
alkej-62	40	25	as	as	ADP
alkej-62	40	26	prodigiosin	prodigiosin	ADJ
alkej-62	40	27	production	production	NOUN
alkej-62	40	28	in	in	ADP
alkej-62	40	29	the	the	DET
alkej-62	40	30	optimized	optimize	VERB
alkej-62	40	31	and	and	CCONJ
alkej-62	40	32	un	un	ADJ
alkej-62	40	33	-	-	ADJ
alkej-62	40	34	optimized	optimize	VERB
alkej-62	40	35	medium	medium	NOUN
alkej-62	40	36	was	be	AUX
alkej-62	40	37	studied	study	VERB
alkej-62	40	38	.	.	PUNCT
alkej-62	41	1	fifty	fifty	NUM
alkej-62	41	2	ml	ml	NOUN
alkej-62	41	3	of	of	ADP
alkej-62	41	4	the	the	DET
alkej-62	41	5	chemically	chemically	ADV
alkej-62	41	6	defined	define	VERB
alkej-62	41	7	liquid	liquid	ADJ
alkej-62	41	8	medium	medium	NOUN
alkej-62	41	9	was	be	AUX
alkej-62	41	10	prepared	prepare	VERB
alkej-62	41	11	in	in	ADP
alkej-62	41	12	250	250	NUM
alkej-62	41	13	ml	ml	NOUN
alkej-62	41	14	erlenmeyer	erlenmeyer	PROPN
alkej-62	41	15	flasks	flask	NOUN
alkej-62	41	16	contained	contain	VERB
alkej-62	41	17	.	.	PUNCT
alkej-62	42	1	after	after	ADP
alkej-62	42	2	autoclaving	autoclave	VERB
alkej-62	42	3	,	,	PUNCT
alkej-62	42	4	the	the	DET
alkej-62	42	5	flasks	flask	NOUN
alkej-62	42	6	were	be	AUX
alkej-62	42	7	inoculated	inoculate	VERB
alkej-62	42	8	with	with	ADP
alkej-62	42	9	the	the	DET
alkej-62	42	10	optimal	optimal	ADJ
alkej-62	42	11	size	size	NOUN
alkej-62	42	12	of	of	ADP
alkej-62	42	13	serratia	serratia	NOUN
alkej-62	42	14	inoculum	inoculum	NOUN
alkej-62	42	15	and	and	CCONJ
alkej-62	42	16	incubated	incubate	VERB
alkej-62	42	17	in	in	ADP
alkej-62	42	18	an	an	DET
alkej-62	42	19	orbital	orbital	ADJ
alkej-62	42	20	shaker	shaker	NOUN
alkej-62	42	21	at	at	ADP
alkej-62	42	22	30	30	NUM
alkej-62	42	23	°	°	ADP
alkej-62	42	24	c	c	NOUN
alkej-62	42	25	and	and	CCONJ
alkej-62	42	26	200rpm	200rpm	NUM
alkej-62	42	27	for	for	ADP
alkej-62	42	28	48hrs	48hrs	NUM
alkej-62	42	29	.	.	PUNCT
alkej-62	43	1	samples	sample	NOUN
alkej-62	43	2	were	be	AUX
alkej-62	43	3	taken	take	VERB
alkej-62	43	4	at	at	ADP
alkej-62	43	5	different	different	ADJ
alkej-62	43	6	time	time	NOUN
alkej-62	43	7	during	during	ADP
alkej-62	43	8	the	the	DET
alkej-62	43	9	incubation	incubation	NOUN
alkej-62	43	10	period	period	NOUN
alkej-62	43	11	at	at	ADP
alkej-62	43	12	0	0	NUM
alkej-62	43	13	time	time	NOUN
alkej-62	43	14	and	and	CCONJ
alkej-62	43	15	after	after	ADP
alkej-62	43	16	(	(	PUNCT
alkej-62	43	17	3	3	NUM
alkej-62	43	18	,	,	PUNCT
alkej-62	43	19	6	6	NUM
alkej-62	43	20	,	,	PUNCT
alkej-62	43	21	12	12	NUM
alkej-62	43	22	,	,	PUNCT
alkej-62	43	23	15	15	NUM
alkej-62	43	24	,	,	PUNCT
alkej-62	43	25	18	18	NUM
alkej-62	43	26	,	,	PUNCT
alkej-62	43	27	33	33	NUM
alkej-62	43	28	,	,	PUNCT
alkej-62	43	29	48	48	NUM
alkej-62	43	30	,	,	PUNCT
alkej-62	43	31	51	51	NUM
alkej-62	43	32	,	,	PUNCT
alkej-62	43	33	54	54	NUM
alkej-62	43	34	,	,	PUNCT
alkej-62	43	35	63	63	NUM
alkej-62	43	36	)	)	PUNCT
alkej-62	43	37	hours	hour	NOUN
alkej-62	43	38	of	of	ADP
alkej-62	43	39	the	the	DET
alkej-62	43	40	incubation	incubation	NOUN
alkej-62	43	41	for	for	ADP
alkej-62	43	42	the	the	DET
alkej-62	43	43	determination	determination	NOUN
alkej-62	43	44	of	of	ADP
alkej-62	43	45	biomass	biomass	NOUN
alkej-62	43	46	,	,	PUNCT
alkej-62	43	47	substrate	substrate	NOUN
alkej-62	43	48	concentration	concentration	NOUN
alkej-62	43	49	and	and	CCONJ
alkej-62	43	50	prodigiosin	prodigiosin	NOUN
alkej-62	43	51	.	.	PUNCT
alkej-62	44	1	sura	sura	PROPN
alkej-62	44	2	jasem	jasem	PROPN
alkej-62	44	3	mohammed	mohammed	PROPN
alkej-62	44	4	al	al	PROPN
alkej-62	44	5	-	-	PUNCT
alkej-62	44	6	khwarizmi	khwarizmi	PROPN
alkej-62	44	7	engineering	engineering	NOUN
alkej-62	44	8	journal	journal	PROPN
alkej-62	44	9	,	,	PUNCT
alkej-62	44	10	vol	vol	NOUN
alkej-62	44	11	.	.	PROPN
alkej-62	44	12	14	14	NUM
alkej-62	44	13	,	,	PUNCT
alkej-62	44	14	no	no	INTJ
alkej-62	44	15	.	.	NOUN
alkej-62	44	16	4	4	NUM
alkej-62	44	17	,	,	PUNCT
alkej-62	44	18	p.p	p.p	PROPN
alkej-62	44	19	.	.	NOUN
alkej-62	44	20	92102	92102	NUM
alkej-62	44	21	(	(	PUNCT
alkej-62	44	22	2018	2018	NUM
alkej-62	44	23	)	)	PUNCT
alkej-62	44	24	94	94	NUM
alkej-62	44	25	2.6	2.6	NUM
alkej-62	44	26	analytical	analytical	ADJ
alkej-62	44	27	methods	method	NOUN
alkej-62	44	28	prodigiosin	prodigiosin	VERB
alkej-62	44	29	concentration	concentration	NOUN
alkej-62	44	30	was	be	AUX
alkej-62	44	31	‘	'	PUNCT
alkej-62	44	32	determined	determine	VERB
alkej-62	44	33	by	by	ADP
alkej-62	44	34	a	a	DET
alkej-62	44	35	colorimetric	colorimetric	ADJ
alkej-62	44	36	method	method	NOUN
alkej-62	44	37	[	[	X
alkej-62	44	38	8	8	NUM
alkej-62	44	39	]	]	PUNCT
alkej-62	44	40	.	.	PUNCT
alkej-62	45	1	biomass	biomass	NOUN
alkej-62	45	2	concentration	concentration	NOUN
alkej-62	45	3	of	of	ADP
alkej-62	45	4	serratia	serratia	PROPN
alkej-62	45	5	marcescens	marcescen	NOUN
alkej-62	45	6	growth	growth	NOUN
alkej-62	45	7	was	be	AUX
alkej-62	45	8	measured	measure	VERB
alkej-62	45	9	as	as	ADP
alkej-62	45	10	dry	dry	ADJ
alkej-62	45	11	weight	weight	NOUN
alkej-62	45	12	of	of	ADP
alkej-62	45	13	cell	cell	NOUN
alkej-62	45	14	weight	weight	NOUN
alkej-62	45	15	(	(	PUNCT
alkej-62	45	16	dcw	dcw	NOUN
alkej-62	45	17	)	)	PUNCT
alkej-62	45	18	.	.	PUNCT
alkej-62	46	1	briefly	briefly	ADV
alkej-62	46	2	,	,	PUNCT
alkej-62	46	3	methanol	methanol	NOUN
alkej-62	46	4	was	be	AUX
alkej-62	46	5	used	use	VERB
alkej-62	46	6	to	to	PART
alkej-62	46	7	extract	extract	VERB
alkej-62	46	8	prodigiosin	prodigiosin	NOUN
alkej-62	46	9	from	from	ADP
alkej-62	46	10	the	the	DET
alkej-62	46	11	cell	cell	NOUN
alkej-62	46	12	pellets	pellet	NOUN
alkej-62	46	13	for	for	ADP
alkej-62	46	14	at	at	ADV
alkej-62	46	15	least	least	ADV
alkej-62	46	16	three	three	NUM
alkej-62	46	17	hours	hour	NOUN
alkej-62	46	18	.	.	PUNCT
alkej-62	47	1	then	then	ADV
alkej-62	47	2	,	,	PUNCT
alkej-62	47	3	centrifuge	centrifuge	NOUN
alkej-62	47	4	at	at	ADP
alkej-62	47	5	10000	10000	NUM
alkej-62	47	6	rpm	rpm	NOUN
alkej-62	47	7	for	for	ADP
alkej-62	47	8	10	10	NUM
alkej-62	47	9	min	min	NOUN
alkej-62	47	10	was	be	AUX
alkej-62	47	11	used	use	VERB
alkej-62	47	12	to	to	PART
alkej-62	47	13	remove	remove	VERB
alkej-62	47	14	cell	cell	NOUN
alkej-62	47	15	debris	debris	NOUN
alkej-62	47	16	and	and	CCONJ
alkej-62	47	17	the	the	DET
alkej-62	47	18	absorbance	absorbance	NOUN
alkej-62	47	19	at	at	ADP
alkej-62	47	20	530	530	NUM
alkej-62	47	21	nm	nm	NOUN
alkej-62	47	22	of	of	ADP
alkej-62	47	23	supernatant	supernatant	NOUN
alkej-62	47	24	was	be	AUX
alkej-62	47	25	’	'	PUNCT
alkej-62	47	26	determined	determine	VERB
alkej-62	47	27	by	by	ADP
alkej-62	47	28	spectrophotometer	spectrophotometer	PROPN
alkej-62	47	29	(	(	PUNCT
alkej-62	47	30	aurora	aurora	PROPN
alkej-62	47	31	instrument	instrument	PROPN
alkej-62	47	32	ltd	ltd	PROPN
alkej-62	47	33	-	-	PROPN
alkej-62	47	34	u.k	u.k	NOUN
alkej-62	47	35	)	)	PUNCT
alkej-62	47	36	.	.	PUNCT
alkej-62	48	1	the	the	DET
alkej-62	48	2	concentration	concentration	NOUN
alkej-62	48	3	of	of	ADP
alkej-62	48	4	prodigiosin	prodigiosin	NOUN
alkej-62	48	5	was	be	AUX
alkej-62	48	6	detected	detect	VERB
alkej-62	48	7	according	accord	VERB
alkej-62	48	8	to	to	ADP
alkej-62	48	9	the	the	DET
alkej-62	48	10	following	follow	VERB
alkej-62	48	11	equation	equation	NOUN
alkej-62	48	12	prodigiosin	prodigiosin	NOUN
alkej-62	48	13	g/	g/	NOUN
alkej-62	48	14	l	l	NOUN
alkej-62	48	15	=	=	PUNCT
alkej-62	48	16	(	(	PUNCT
alkej-62	48	17	o.d.530	o.d.530	X
alkej-62	48	18	*	*	SYM
alkej-62	48	19	323.4	323.4	NUM
alkej-62	48	20	*	*	PUNCT
alkej-62	48	21	dilution	dilution	NOUN
alkej-62	48	22	factor)/	factor)/	NOUN
alkej-62	48	23	7.07	7.07	NUM
alkej-62	48	24	*	*	SYM
alkej-62	48	25	104	104	NUM
alkej-62	48	26	...	...	SYM
alkej-62	48	27	2	2	NUM
alkej-62	49	1	where	where	SCONJ
alkej-62	49	2	:	:	PUNCT
alkej-62	49	3	o.	o.	PROPN
alkej-62	49	4	d530	d530	PROPN
alkej-62	49	5	:	:	PUNCT
alkej-62	49	6	optical	optical	ADJ
alkej-62	49	7	density	density	NOUN
alkej-62	49	8	nm	nm	NOUN
alkej-62	49	9	;	;	PUNCT
alkej-62	49	10	323.4	323.4	NUM
alkej-62	49	11	:	:	PUNCT
alkej-62	49	12	molecular	molecular	ADJ
alkej-62	49	13	weight	weight	NOUN
alkej-62	49	14	of	of	ADP
alkej-62	49	15	prodigiosin	prodigiosin	NOUN
alkej-62	49	16	;	;	PUNCT
alkej-62	49	17	e530	e530	PROPN
alkej-62	49	18	=	=	PROPN
alkej-62	49	19	7.07	7.07	NUM
alkej-62	49	20	*	*	SYM
alkej-62	49	21	104	104	NUM
alkej-62	49	22	m-1	m-1	PROPN
alkej-62	49	23	cm-1	cm-1	X
alkej-62	49	24	(	(	PUNCT
alkej-62	49	25	molar	molar	ADJ
alkej-62	49	26	extension	extension	NOUN
alkej-62	49	27	coefficient	coefficient	NOUN
alkej-62	49	28	of	of	ADP
alkej-62	49	29	prodigiosin	prodigiosin	NOUN
alkej-62	49	30	at	at	ADP
alkej-62	49	31	530	530	NUM
alkej-62	49	32	nm	nm	NOUN
alkej-62	49	33	)	)	PUNCT
alkej-62	49	34	;	;	PUNCT
alkej-62	49	35	dilution	dilution	NOUN
alkej-62	49	36	factor	factor	NOUN
alkej-62	49	37	=	=	SYM
alkej-62	49	38	final	final	ADJ
alkej-62	49	39	volume	volume	NOUN
alkej-62	49	40	/	/	SYM
alkej-62	49	41	initial	initial	ADJ
alkej-62	49	42	volume	volume	NOUN
alkej-62	49	43	starch	starch	NOUN
alkej-62	49	44	concentration	concentration	NOUN
alkej-62	49	45	in	in	ADP
alkej-62	49	46	the	the	DET
alkej-62	49	47	fermented	ferment	VERB
alkej-62	49	48	broth	broth	NOUN
alkej-62	49	49	was	be	AUX
alkej-62	49	50	determined	determine	VERB
alkej-62	49	51	by	by	ADP
alkej-62	49	52	iodine	iodine	NOUN
alkej-62	49	53	test	test	NOUN
alkej-62	49	54	based	base	VERB
alkej-62	49	55	on	on	ADP
alkej-62	49	56	the	the	DET
alkej-62	49	57	reaction	reaction	NOUN
alkej-62	49	58	between	between	ADP
alkej-62	49	59	iodine	iodine	NOUN
alkej-62	49	60	/	/	SYM
alkej-62	49	61	potassium	potassium	NOUN
alkej-62	49	62	iodide	iodide	NOUN
alkej-62	49	63	and	and	CCONJ
alkej-62	49	64	starch	starch	NOUN
alkej-62	49	65	(	(	PUNCT
alkej-62	49	66	amylose	amylose	NOUN
alkej-62	49	67	and	and	CCONJ
alkej-62	49	68	amylopectin	amylopectin	ADJ
alkej-62	49	69	)	)	PUNCT
alkej-62	49	70	that	that	PRON
alkej-62	49	71	resulting	result	VERB
alkej-62	49	72	a	a	DET
alkej-62	49	73	change	change	NOUN
alkej-62	49	74	in	in	ADP
alkej-62	49	75	the	the	DET
alkej-62	49	76	colour	colour	NOUN
alkej-62	50	1	[	[	X
alkej-62	50	2	9	9	NUM
alkej-62	50	3	]	]	PUNCT
alkej-62	50	4	.	.	PUNCT
alkej-62	51	1	the	the	DET
alkej-62	51	2	absorbance	absorbance	NOUN
alkej-62	51	3	is	be	AUX
alkej-62	51	4	measured	measure	VERB
alkej-62	51	5	at	at	ADP
alkej-62	51	6	580	580	NUM
alkej-62	51	7	nm	nm	NOUN
alkej-62	51	8	.	.	PUNCT
alkej-62	52	1	sucrose	sucrose	PROPN
alkej-62	52	2	concentration	concentration	NOUN
alkej-62	52	3	was	be	AUX
alkej-62	52	4	measured	measure	VERB
alkej-62	52	5	in	in	ADP
alkej-62	52	6	term	term	NOUN
alkej-62	52	7	of	of	ADP
alkej-62	52	8	glucose	glucose	NOUN
alkej-62	52	9	concentration	concentration	NOUN
alkej-62	52	10	after	after	ADP
alkej-62	52	11	hydrolysis	hydrolysis	NOUN
alkej-62	52	12	of	of	ADP
alkej-62	52	13	sample	sample	NOUN
alkej-62	52	14	in	in	ADP
alkej-62	52	15	acid	acid	ADJ
alkej-62	52	16	solution	solution	NOUN
alkej-62	52	17	[	[	X
alkej-62	52	18	10	10	NUM
alkej-62	52	19	]	]	PUNCT
alkej-62	52	20	,	,	PUNCT
alkej-62	52	21	the	the	DET
alkej-62	52	22	glucose	glucose	NOUN
alkej-62	52	23	concentration	concentration	NOUN
alkej-62	52	24	was	be	AUX
alkej-62	52	25	detected	detect	VERB
alkej-62	52	26	by	by	ADP
alkej-62	52	27	enzymatic	enzymatic	ADJ
alkej-62	52	28	colorimetric	colorimetric	ADJ
alkej-62	52	29	method	method	NOUN
alkej-62	52	30	(	(	PUNCT
alkej-62	52	31	c	c	NOUN
alkej-62	52	32	cromatest	cromat	ADJ
alkej-62	52	33	)	)	PUNCT
alkej-62	52	34	.	.	PUNCT
alkej-62	53	1	3	3	X
alkej-62	53	2	.	.	NOUN
alkej-62	53	3	results	result	NOUN
alkej-62	53	4	and	and	CCONJ
alkej-62	53	5	discussion	discussion	VERB
alkej-62	53	6	the	the	DET
alkej-62	53	7	optimization	optimization	NOUN
alkej-62	53	8	of	of	ADP
alkej-62	53	9	cultural	cultural	ADJ
alkej-62	53	10	parameters	parameter	NOUN
alkej-62	53	11	that	that	PRON
alkej-62	53	12	required	require	VERB
alkej-62	53	13	for	for	ADP
alkej-62	53	14	elevating	elevate	VERB
alkej-62	53	15	prodigiosin	prodigiosin	ADJ
alkej-62	53	16	production	production	NOUN
alkej-62	53	17	was	be	AUX
alkej-62	53	18	conducted	conduct	VERB
alkej-62	53	19	by	by	ADP
alkej-62	53	20	classical	classical	ADJ
alkej-62	53	21	optimization	optimization	NOUN
alkej-62	53	22	method	method	NOUN
alkej-62	53	23	such	such	ADJ
alkej-62	53	24	as	as	ADP
alkej-62	53	25	carbon	carbon	NOUN
alkej-62	53	26	and	and	CCONJ
alkej-62	53	27	nitrogen	nitrogen	NOUN
alkej-62	53	28	sources	source	NOUN
alkej-62	53	29	,	,	PUNCT
alkej-62	53	30	ph	ph	NOUN
alkej-62	53	31	and	and	CCONJ
alkej-62	53	32	inoculum	inoculum	NOUN
alkej-62	53	33	size	size	NOUN
alkej-62	53	34	.	.	PUNCT
alkej-62	54	1	some	some	DET
alkej-62	54	2	physical	physical	ADJ
alkej-62	54	3	parameters	parameter	NOUN
alkej-62	54	4	that	that	PRON
alkej-62	54	5	were	be	AUX
alkej-62	54	6	not	not	PART
alkej-62	54	7	investigated	investigate	VERB
alkej-62	54	8	in	in	ADP
alkej-62	54	9	this	this	DET
alkej-62	54	10	study	study	NOUN
alkej-62	54	11	have	have	AUX
alkej-62	54	12	been	be	AUX
alkej-62	54	13	adjusted	adjust	VERB
alkej-62	54	14	according	accord	VERB
alkej-62	54	15	to	to	ADP
alkej-62	54	16	the	the	DET
alkej-62	54	17	literature	literature	NOUN
alkej-62	54	18	such	such	ADJ
alkej-62	54	19	as	as	ADP
alkej-62	54	20	agitation	agitation	NOUN
alkej-62	54	21	rate	rate	NOUN
alkej-62	54	22	in	in	ADP
alkej-62	54	23	the	the	DET
alkej-62	54	24	shaker	shaker	NOUN
alkej-62	54	25	200	200	NUM
alkej-62	54	26	rpm	rpm	NOUN
alkej-62	54	27	and	and	CCONJ
alkej-62	54	28	temperature	temperature	NOUN
alkej-62	54	29	300c	300c	NOUN
alkej-62	54	30	[	[	X
alkej-62	54	31	5	5	NUM
alkej-62	54	32	]	]	PUNCT
alkej-62	54	33	.	.	PUNCT
alkej-62	55	1	3.1	3.1	NUM
alkej-62	55	2	classical	classical	ADJ
alkej-62	55	3	optimization	optimization	NOUN
alkej-62	55	4	of	of	ADP
alkej-62	55	5	medium	medium	ADJ
alkej-62	55	6	composition	composition	NOUN
alkej-62	55	7	different	different	ADJ
alkej-62	55	8	‘	'	PUNCT
alkej-62	55	9	carbon	carbon	NOUN
alkej-62	55	10	sources	source	NOUN
alkej-62	55	11	were	be	AUX
alkej-62	55	12	investigated	investigate	VERB
alkej-62	55	13	to	to	PART
alkej-62	55	14	find	find	VERB
alkej-62	55	15	the	the	DET
alkej-62	55	16	best	good	ADJ
alkej-62	55	17	and	and	CCONJ
alkej-62	55	18	most	most	ADV
alkej-62	55	19	suitable	suitable	ADJ
alkej-62	55	20	carbon	carbon	NOUN
alkej-62	55	21	source	source	NOUN
alkej-62	55	22	for	for	ADP
alkej-62	55	23	prodigiosin	prodigiosin	NOUN
alkej-62	55	24	production	production	NOUN
alkej-62	55	25	.	.	PUNCT
alkej-62	56	1	‘	'	PUNCT
alkej-62	56	2	based	base	VERB
alkej-62	56	3	on	on	ADP
alkej-62	56	4	the	the	DET
alkej-62	56	5	literature	literature	NOUN
alkej-62	56	6	,	,	PUNCT
alkej-62	56	7	s.	s.	PROPN
alkej-62	56	8	marcescens	marcescens	PROPN
alkej-62	56	9	is	be	AUX
alkej-62	56	10	capable	capable	ADJ
alkej-62	56	11	of	of	ADP
alkej-62	56	12	consuming	consume	VERB
alkej-62	56	13	a	a	DET
alkej-62	56	14	wide	wide	ADJ
alkej-62	56	15	range	range	NOUN
alkej-62	56	16	of	of	ADP
alkej-62	56	17	different	different	ADJ
alkej-62	56	18	carbon	carbon	NOUN
alkej-62	56	19	sources	source	NOUN
alkej-62	56	20	including	include	VERB
alkej-62	56	21	monosaccharides	monosaccharide	NOUN
alkej-62	56	22	(	(	PUNCT
alkej-62	56	23	e.g.	e.g.	ADV
alkej-62	56	24	glucose	glucose	NOUN
alkej-62	56	25	)	)	PUNCT
alkej-62	56	26	,	,	PUNCT
alkej-62	56	27	disaccharides	disaccharide	NOUN
alkej-62	56	28	(	(	PUNCT
alkej-62	56	29	e.g.	e.g.	ADV
alkej-62	56	30	sucrose	sucrose	NOUN
alkej-62	56	31	and	and	CCONJ
alkej-62	56	32	maltose	maltose	VERB
alkej-62	56	33	)	)	PUNCT
alkej-62	56	34	as	as	ADV
alkej-62	56	35	well	well	ADV
alkej-62	56	36	as	as	ADP
alkej-62	56	37	polysaccharide	polysaccharide	NOUN
alkej-62	56	38	(	(	PUNCT
alkej-62	56	39	e.g.	e.g.	ADV
alkej-62	56	40	starch	starch	NOUN
alkej-62	56	41	)	)	PUNCT
alkej-62	56	42	to	to	PART
alkej-62	56	43	produce	produce	VERB
alkej-62	56	44	energy	energy	NOUN
alkej-62	56	45	and	and	CCONJ
alkej-62	56	46	’	'	PUNCT
alkej-62	56	47	metabolites	metabolite	NOUN
alkej-62	56	48	[	[	PUNCT
alkej-62	56	49	11	11	NUM
alkej-62	56	50	]	]	PUNCT
alkej-62	56	51	’	'	PUNCT
alkej-62	56	52	.	.	PUNCT
alkej-62	57	1	‘	'	PUNCT
alkej-62	57	2	according	accord	VERB
alkej-62	57	3	to	to	ADP
alkej-62	57	4	the	the	DET
alkej-62	57	5	results	result	NOUN
alkej-62	57	6	,	,	PUNCT
alkej-62	57	7	s.	s.	PROPN
alkej-62	57	8	marcescens	marcescens	PROPN
alkej-62	57	9	was	be	AUX
alkej-62	57	10	able	able	ADJ
alkej-62	57	11	to	to	PART
alkej-62	57	12	metabolize	metabolize	VERB
alkej-62	57	13	all	all	DET
alkej-62	57	14	types	type	NOUN
alkej-62	57	15	of	of	ADP
alkej-62	57	16	carbon	carbon	NOUN
alkej-62	57	17	sources	source	NOUN
alkej-62	57	18	used	use	VERB
alkej-62	57	19	in	in	ADP
alkej-62	57	20	this	this	DET
alkej-62	57	21	study	study	NOUN
alkej-62	57	22	for	for	ADP
alkej-62	57	23	growth	growth	NOUN
alkej-62	57	24	.	.	PUNCT
alkej-62	58	1	as	as	SCONJ
alkej-62	58	2	shown	show	VERB
alkej-62	58	3	in	in	ADP
alkej-62	58	4	figure	figure	NOUN
alkej-62	58	5	(	(	PUNCT
alkej-62	58	6	1	1	NUM
alkej-62	58	7	)	)	PUNCT
alkej-62	58	8	prodigiosin	prodigiosin	NOUN
alkej-62	58	9	production	production	NOUN
alkej-62	58	10	was	be	AUX
alkej-62	58	11	observed	observe	VERB
alkej-62	58	12	with	with	ADP
alkej-62	58	13	media	medium	NOUN
alkej-62	58	14	supplemented	supplement	VERB
alkej-62	58	15	with	with	ADP
alkej-62	58	16	glycerol	glycerol	NOUN
alkej-62	58	17	,	,	PUNCT
alkej-62	58	18	mannitol	mannitol	NOUN
alkej-62	58	19	,	,	PUNCT
alkej-62	58	20	mannose	mannose	NOUN
alkej-62	58	21	,	,	PUNCT
alkej-62	58	22	sucrose	sucrose	NOUN
alkej-62	58	23	and	and	CCONJ
alkej-62	58	24	maltose	maltose	VERB
alkej-62	58	25	and	and	CCONJ
alkej-62	58	26	decrease	decrease	NOUN
alkej-62	58	27	in	in	ADP
alkej-62	58	28	other	other	ADJ
alkej-62	58	29	media	medium	NOUN
alkej-62	58	30	.	.	PUNCT
alkej-62	59	1	maximum	maximum	ADJ
alkej-62	59	2	production	production	NOUN
alkej-62	59	3	is	be	AUX
alkej-62	59	4	achieved	achieve	VERB
alkej-62	59	5	with	with	ADP
alkej-62	59	6	sucrose	sucrose	PROPN
alkej-62	59	7	130.7	130.7	NUM
alkej-62	59	8	mg	mg	PROPN
alkej-62	59	9	/	/	SYM
alkej-62	59	10	l.	l.	PROPN
alkej-62	59	11	prodigiosin	prodigiosin	PROPN
alkej-62	59	12	as	as	SCONJ
alkej-62	59	13	a	a	DET
alkej-62	59	14	secondary	secondary	ADJ
alkej-62	59	15	metabolic	metabolic	NOUN
alkej-62	59	16	product	product	NOUN
alkej-62	59	17	is	be	AUX
alkej-62	59	18	produced	produce	VERB
alkej-62	59	19	in	in	ADP
alkej-62	59	20	the	the	DET
alkej-62	59	21	stationary	stationary	ADJ
alkej-62	59	22	phase	phase	NOUN
alkej-62	59	23	.	.	PUNCT
alkej-62	60	1	in	in	ADP
alkej-62	60	2	general	general	ADJ
alkej-62	60	3	,	,	PUNCT
alkej-62	60	4	simple	simple	ADJ
alkej-62	60	5	carbon	carbon	NOUN
alkej-62	60	6	sources	source	NOUN
alkej-62	60	7	are	be	AUX
alkej-62	60	8	consumed	consume	VERB
alkej-62	60	9	in	in	ADP
alkej-62	60	10	the	the	DET
alkej-62	60	11	growth	growth	NOUN
alkej-62	60	12	phase	phase	NOUN
alkej-62	60	13	and	and	CCONJ
alkej-62	60	14	therefore	therefore	ADV
alkej-62	60	15	,	,	PUNCT
alkej-62	60	16	are	be	AUX
alkej-62	60	17	not	not	PART
alkej-62	60	18	supporting	support	VERB
alkej-62	60	19	secondary	secondary	ADJ
alkej-62	60	20	metabolite	metabolite	NOUN
alkej-62	60	21	production	production	NOUN
alkej-62	60	22	as	as	SCONJ
alkej-62	60	23	it	it	PRON
alkej-62	60	24	noted	note	VERB
alkej-62	60	25	in	in	ADP
alkej-62	60	26	the	the	DET
alkej-62	60	27	culture	culture	NOUN
alkej-62	60	28	supplemented	supplement	VERB
alkej-62	60	29	with	with	ADP
alkej-62	60	30	’	'	PUNCT
alkej-62	60	31	glucose	glucose	NOUN
alkej-62	60	32	.	.	PUNCT
alkej-62	61	1	fig	fig	NOUN
alkej-62	61	2	.	.	PUNCT
alkej-62	62	1	1	1	X
alkej-62	62	2	.	.	X
alkej-62	63	1	the	the	DET
alkej-62	63	2	effect	effect	NOUN
alkej-62	63	3	carbon	carbon	NOUN
alkej-62	63	4	source	source	NOUN
alkej-62	63	5	on	on	ADP
alkej-62	63	6	prodigiosin	prodigiosin	NOUN
alkej-62	63	7	production	production	NOUN
alkej-62	63	8	by	by	ADP
alkej-62	63	9	s.	s.	PROPN
alkej-62	63	10	marcescens	marcescens	PROPN
alkej-62	63	11	in	in	ADP
alkej-62	63	12	chemically	chemically	ADV
alkej-62	63	13	defined	define	VERB
alkej-62	63	14	liquid	liquid	ADJ
alkej-62	63	15	medium	medium	NOUN
alkej-62	63	16	.	.	PUNCT
alkej-62	64	1	nitrogen	nitrogen	NOUN
alkej-62	64	2	sources	source	NOUN
alkej-62	64	3	‘	'	PUNCT
alkej-62	64	4	can	can	AUX
alkej-62	64	5	not	not	PART
alkej-62	64	6	be	be	AUX
alkej-62	64	7	neglected	neglect	VERB
alkej-62	64	8	during	during	ADP
alkej-62	64	9	prodigiosin	prodigiosin	ADJ
alkej-62	64	10	production	production	NOUN
alkej-62	64	11	and	and	CCONJ
alkej-62	64	12	other	other	ADJ
alkej-62	64	13	antibiotics	antibiotic	NOUN
alkej-62	64	14	.	.	PUNCT
alkej-62	65	1	it	it	PRON
alkej-62	65	2	has	have	AUX
alkej-62	65	3	been	be	AUX
alkej-62	65	4	shown	show	VERB
alkej-62	65	5	that	that	SCONJ
alkej-62	65	6	antibiotic	antibiotic	ADJ
alkej-62	65	7	production	production	NOUN
alkej-62	65	8	by	by	ADP
alkej-62	65	9	many	many	ADJ
alkej-62	65	10	microorganisms	microorganism	NOUN
alkej-62	65	11	is	be	AUX
alkej-62	65	12	influenced	influence	VERB
alkej-62	65	13	by	by	ADP
alkej-62	65	14	the	the	DET
alkej-62	65	15	type	type	NOUN
alkej-62	65	16	and	and	CCONJ
alkej-62	65	17	concentration	concentration	NOUN
alkej-62	65	18	of	of	ADP
alkej-62	65	19	nitrogen	nitrogen	NOUN
alkej-62	65	20	sources	source	NOUN
alkej-62	65	21	in	in	ADP
alkej-62	65	22	the	the	DET
alkej-62	65	23	culture	culture	NOUN
alkej-62	65	24	medium	medium	NOUN
alkej-62	66	1	[	[	X
alkej-62	66	2	12	12	NUM
alkej-62	66	3	]	]	PUNCT
alkej-62	66	4	.	.	PUNCT
alkej-62	67	1	as	as	SCONJ
alkej-62	67	2	shown	show	VERB
alkej-62	67	3	in	in	ADP
alkej-62	67	4	figure	figure	NOUN
alkej-62	67	5	(	(	PUNCT
alkej-62	67	6	2	2	NUM
alkej-62	67	7	)	)	PUNCT
alkej-62	67	8	,	,	PUNCT
alkej-62	67	9	most	most	ADJ
alkej-62	67	10	of	of	ADP
alkej-62	67	11	nitrogen	nitrogen	NOUN
alkej-62	67	12	sources	source	NOUN
alkej-62	67	13	used	use	VERB
alkej-62	67	14	in	in	ADP
alkej-62	67	15	this	this	DET
alkej-62	67	16	study	study	NOUN
alkej-62	67	17	except	except	SCONJ
alkej-62	67	18	peptone	peptone	NOUN
alkej-62	67	19	did	do	AUX
alkej-62	67	20	not	not	PART
alkej-62	67	21	support	support	VERB
alkej-62	67	22	the	the	DET
alkej-62	67	23	production	production	NOUN
alkej-62	67	24	of	of	ADP
alkej-62	67	25	prodigiosin	prodigiosin	NOUN
alkej-62	67	26	by	by	ADP
alkej-62	67	27	s.	s.	PROPN
alkej-62	67	28	marcescens	marcescens	PROPN
alkej-62	67	29	.	.	PUNCT
alkej-62	68	1	the	the	DET
alkej-62	68	2	maximum	maximum	ADJ
alkej-62	68	3	prodigiosin	prodigiosin	NOUN
alkej-62	68	4	production	production	NOUN
alkej-62	68	5	of	of	ADP
alkej-62	68	6	139.34	139.34	NUM
alkej-62	68	7	mg	mg	PROPN
alkej-62	68	8	/	/	SYM
alkej-62	68	9	l	l	NOUN
alkej-62	68	10	was	be	AUX
alkej-62	68	11	achieved	achieve	VERB
alkej-62	68	12	in	in	ADP
alkej-62	68	13	the	the	DET
alkej-62	68	14	culture	culture	NOUN
alkej-62	68	15	contained	contain	VERB
alkej-62	68	16	peptone	peptone	NOUN
alkej-62	68	17	as	as	ADP
alkej-62	68	18	a	a	DET
alkej-62	68	19	nitrogen	nitrogen	NOUN
alkej-62	68	20	source	source	NOUN
alkej-62	68	21	.	.	PUNCT
alkej-62	69	1	whereas	whereas	SCONJ
alkej-62	69	2	,	,	PUNCT
alkej-62	69	3	the	the	DET
alkej-62	69	4	minimum	minimum	ADJ
alkej-62	69	5	pigment	pigment	NOUN
alkej-62	69	6	production	production	NOUN
alkej-62	69	7	was	be	AUX
alkej-62	69	8	observed	observe	VERB
alkej-62	69	9	with	with	ADP
alkej-62	69	10	ammonium	ammonium	NOUN
alkej-62	69	11	acetate	acetate	NOUN
alkej-62	69	12	7.47	7.47	NUM
alkej-62	69	13	mg	mg	PROPN
alkej-62	69	14	/	/	SYM
alkej-62	69	15	l.	l.	NOUN
alkej-62	69	16	the	the	DET
alkej-62	69	17	use	use	NOUN
alkej-62	69	18	of	of	ADP
alkej-62	69	19	complex	complex	ADJ
alkej-62	69	20	nitrogen	nitrogen	NOUN
alkej-62	69	21	sources	source	NOUN
alkej-62	69	22	for	for	ADP
alkej-62	69	23	antibiotic	antibiotic	ADJ
alkej-62	69	24	production	production	NOUN
alkej-62	69	25	is	be	AUX
alkej-62	69	26	favourable	favourable	ADJ
alkej-62	69	27	because	because	SCONJ
alkej-62	69	28	these	these	DET
alkej-62	69	29	sources	source	NOUN
alkej-62	69	30	may	may	AUX
alkej-62	69	31	help	help	VERB
alkej-62	69	32	to	to	PART
alkej-62	69	33	create	create	VERB
alkej-62	69	34	physiological	physiological	ADJ
alkej-62	69	35	conditions	condition	NOUN
alkej-62	69	36	in	in	ADP
alkej-62	69	37	trophophase	trophophase	NOUN
alkej-62	69	38	which	which	PRON
alkej-62	69	39	favour	favour	VERB
alkej-62	69	40	antibiotic	antibiotic	ADJ
alkej-62	69	41	production	production	NOUN
alkej-62	69	42	in	in	ADP
alkej-62	69	43	idiophase	idiophase	NOUN
alkej-62	70	1	[	[	X
alkej-62	70	2	13	13	NUM
alkej-62	70	3	]	]	PUNCT
alkej-62	70	4	.	.	PUNCT
alkej-62	71	1	in	in	ADP
alkej-62	71	2	this	this	DET
alkej-62	71	3	context	context	NOUN
alkej-62	71	4	,	,	PUNCT
alkej-62	71	5	wei	wei	PROPN
alkej-62	71	6	and	and	CCONJ
alkej-62	71	7	coworkers	coworker	NOUN
alkej-62	71	8	’	'	PUNCT
alkej-62	71	9	[	[	X
alkej-62	71	10	14	14	NUM
alkej-62	71	11	]	]	PUNCT
alkej-62	71	12	demonstrated	demonstrate	VERB
alkej-62	71	13	that	that	SCONJ
alkej-62	71	14	prodigiosin	prodigiosin	NOUN
alkej-62	71	15	production	production	NOUN
alkej-62	71	16	was	be	AUX
alkej-62	71	17	increased	increase	VERB
alkej-62	71	18	with	with	ADP
alkej-62	71	19	peptone	peptone	NOUN
alkej-62	71	20	because	because	SCONJ
alkej-62	71	21	it	it	PRON
alkej-62	71	22	contains	contain	VERB
alkej-62	71	23	certain	certain	ADJ
alkej-62	71	24	amounts	amount	NOUN
alkej-62	71	25	of	of	ADP
alkej-62	71	26	pyrrole	pyrrole	ADJ
alkej-62	71	27	amino	amino	NOUN
alkej-62	71	28	acid	acid	NOUN
alkej-62	71	29	.	.	PUNCT
alkej-62	72	1	on	on	ADP
alkej-62	72	2	the	the	DET
alkej-62	72	3	other	other	ADJ
alkej-62	72	4	hand	hand	NOUN
alkej-62	72	5	,	,	PUNCT
alkej-62	72	6	low	low	ADJ
alkej-62	72	7	prodigiosin	prodigiosin	NOUN
alkej-62	72	8	production	production	NOUN
alkej-62	72	9	sura	sura	PROPN
alkej-62	72	10	jasem	jasem	PROPN
alkej-62	72	11	mohammed	mohammed	PROPN
alkej-62	72	12	al	al	PROPN
alkej-62	72	13	-	-	PUNCT
alkej-62	72	14	khwarizmi	khwarizmi	PROPN
alkej-62	72	15	engineering	engineering	NOUN
alkej-62	72	16	journal	journal	PROPN
alkej-62	72	17	,	,	PUNCT
alkej-62	72	18	vol	vol	NOUN
alkej-62	72	19	.	.	PROPN
alkej-62	72	20	14	14	NUM
alkej-62	72	21	,	,	PUNCT
alkej-62	72	22	no	no	INTJ
alkej-62	72	23	.	.	NOUN
alkej-62	72	24	4	4	NUM
alkej-62	72	25	,	,	PUNCT
alkej-62	72	26	p.p	p.p	PROPN
alkej-62	72	27	.	.	NOUN
alkej-62	72	28	92102	92102	NUM
alkej-62	72	29	(	(	PUNCT
alkej-62	72	30	2018	2018	NUM
alkej-62	72	31	)	)	PUNCT
alkej-62	72	32	95	95	NUM
alkej-62	72	33	with	with	ADP
alkej-62	72	34	ammonium	ammonium	NOUN
alkej-62	72	35	sulfate	sulfate	NOUN
alkej-62	72	36	was	be	AUX
alkej-62	72	37	observed	observe	VERB
alkej-62	72	38	in	in	ADP
alkej-62	72	39	the	the	DET
alkej-62	72	40	work	work	NOUN
alkej-62	72	41	undertaken	undertake	VERB
alkej-62	72	42	by	by	ADP
alkej-62	72	43	[	[	X
alkej-62	72	44	15	15	NUM
alkej-62	72	45	]	]	PUNCT
alkej-62	72	46	.	.	PUNCT
alkej-62	73	1	fig	fig	NOUN
alkej-62	73	2	.	.	PUNCT
alkej-62	74	1	2	2	X
alkej-62	74	2	.	.	X
alkej-62	74	3	the	the	DET
alkej-62	74	4	effect	effect	NOUN
alkej-62	74	5	of	of	ADP
alkej-62	74	6	nitrogen	nitrogen	NOUN
alkej-62	74	7	sources	source	NOUN
alkej-62	74	8	on	on	ADP
alkej-62	74	9	prodigiosin	prodigiosin	NOUN
alkej-62	74	10	production	production	NOUN
alkej-62	74	11	by	by	ADP
alkej-62	74	12	s.	s.	PROPN
alkej-62	74	13	marcescens	marcescens	PROPN
alkej-62	74	14	in	in	ADP
alkej-62	74	15	chemically	chemically	ADV
alkej-62	74	16	defined	define	VERB
alkej-62	74	17	liquid	liquid	ADJ
alkej-62	74	18	medium	medium	NOUN
alkej-62	74	19	.	.	PUNCT
alkej-62	75	1	the	the	DET
alkej-62	75	2	requirements	requirement	NOUN
alkej-62	75	3	of	of	ADP
alkej-62	75	4	‘	'	PUNCT
alkej-62	75	5	carbon	carbon	NOUN
alkej-62	75	6	in	in	ADP
alkej-62	75	7	living	live	VERB
alkej-62	75	8	organisms	organism	NOUN
alkej-62	75	9	are	be	AUX
alkej-62	75	10	usually	usually	ADV
alkej-62	75	11	larger	large	ADJ
alkej-62	75	12	than	than	ADP
alkej-62	75	13	nitrogen	nitrogen	NOUN
alkej-62	75	14	and	and	CCONJ
alkej-62	75	15	therefore	therefore	ADV
alkej-62	75	16	the	the	DET
alkej-62	75	17	balance	balance	NOUN
alkej-62	75	18	between	between	ADP
alkej-62	75	19	the	the	DET
alkej-62	75	20	concentrations	concentration	NOUN
alkej-62	75	21	of	of	ADP
alkej-62	75	22	them	they	PRON
alkej-62	75	23	in	in	ADP
alkej-62	75	24	the	the	DET
alkej-62	75	25	culture	culture	NOUN
alkej-62	75	26	medium	medium	NOUN
alkej-62	75	27	is	be	AUX
alkej-62	75	28	an	an	DET
alkej-62	75	29	important	important	ADJ
alkej-62	75	30	aspect	aspect	NOUN
alkej-62	75	31	as	as	SCONJ
alkej-62	75	32	it	it	PRON
alkej-62	75	33	can	can	AUX
alkej-62	75	34	determine	determine	VERB
alkej-62	75	35	how	how	SCONJ
alkej-62	75	36	microorganisms	microorganism	NOUN
alkej-62	75	37	use	use	VERB
alkej-62	75	38	these	these	DET
alkej-62	75	39	sources	source	NOUN
alkej-62	75	40	[	[	X
alkej-62	75	41	16,17	16,17	NUM
alkej-62	75	42	]	]	PUNCT
alkej-62	75	43	.	.	PUNCT
alkej-62	76	1	thus	thus	ADV
alkej-62	76	2	,	,	PUNCT
alkej-62	76	3	in	in	ADP
alkej-62	76	4	order	order	NOUN
alkej-62	76	5	to	to	PART
alkej-62	76	6	enhance	enhance	VERB
alkej-62	76	7	the	the	DET
alkej-62	76	8	production	production	NOUN
alkej-62	76	9	of	of	ADP
alkej-62	76	10	prodigiosin	prodigiosin	NOUN
alkej-62	76	11	,	,	PUNCT
alkej-62	76	12	c	c	NOUN
alkej-62	76	13	/	/	SYM
alkej-62	76	14	n	n	PRON
alkej-62	76	15	ratios	ratio	NOUN
alkej-62	76	16	of	of	ADP
alkej-62	76	17	1:1,1:9	1:1,1:9	NUM
alkej-62	76	18	,	,	PUNCT
alkej-62	76	19	2:8	2:8	NUM
alkej-62	76	20	,	,	PUNCT
alkej-62	76	21	3:7	3:7	NUM
alkej-62	76	22	,	,	PUNCT
alkej-62	76	23	4:6	4:6	NUM
alkej-62	76	24	,	,	PUNCT
alkej-62	76	25	6:4	6:4	NUM
alkej-62	76	26	,	,	PUNCT
alkej-62	76	27	7:3	7:3	NUM
alkej-62	76	28	,	,	PUNCT
alkej-62	76	29	8:2	8:2	NUM
alkej-62	76	30	and	and	CCONJ
alkej-62	76	31	9:1	9:1	NUM
alkej-62	76	32	in	in	ADP
alkej-62	76	33	the	the	DET
alkej-62	76	34	medium	medium	NOUN
alkej-62	76	35	were	be	AUX
alkej-62	76	36	investigated	investigate	VERB
alkej-62	76	37	.	.	PUNCT
alkej-62	77	1	it	it	PRON
alkej-62	77	2	was	be	AUX
alkej-62	77	3	found	find	VERB
alkej-62	77	4	that	that	SCONJ
alkej-62	77	5	microbial	microbial	ADJ
alkej-62	77	6	growth	growth	NOUN
alkej-62	77	7	and	and	CCONJ
alkej-62	77	8	production	production	NOUN
alkej-62	77	9	of	of	ADP
alkej-62	77	10	prodigiosin	prodigiosin	NOUN
alkej-62	77	11	was	be	AUX
alkej-62	77	12	significantly	significantly	ADV
alkej-62	77	13	affected	affect	VERB
alkej-62	77	14	at	at	ADP
alkej-62	77	15	high	high	ADJ
alkej-62	77	16	c	c	PROPN
alkej-62	77	17	/	/	SYM
alkej-62	77	18	n	n	NOUN
alkej-62	77	19	ratio	ratio	NOUN
alkej-62	77	20	figure	figure	NOUN
alkej-62	77	21	(	(	PUNCT
alkej-62	77	22	3	3	NUM
alkej-62	77	23	)	)	PUNCT
alkej-62	77	24	.	.	PUNCT
alkej-62	78	1	the	the	DET
alkej-62	78	2	optimal	optimal	ADJ
alkej-62	78	3	c	c	NOUN
alkej-62	78	4	/	/	SYM
alkej-62	78	5	n	n	CCONJ
alkej-62	78	6	concentration	concentration	NOUN
alkej-62	78	7	ratio	ratio	NOUN
alkej-62	78	8	of	of	ADP
alkej-62	78	9	6/4	6/4	NUM
alkej-62	78	10	was	be	AUX
alkej-62	78	11	found	find	VERB
alkej-62	78	12	to	to	PART
alkej-62	78	13	be	be	AUX
alkej-62	78	14	the	the	DET
alkej-62	78	15	best	good	ADJ
alkej-62	78	16	ratio	ratio	NOUN
alkej-62	78	17	that	that	PRON
alkej-62	78	18	conferred	confer	VERB
alkej-62	78	19	the	the	DET
alkej-62	78	20	maximum	maximum	ADJ
alkej-62	78	21	prodigiosin	prodigiosin	NOUN
alkej-62	78	22	production	production	NOUN
alkej-62	78	23	.	.	PUNCT
alkej-62	79	1	the	the	DET
alkej-62	79	2	maximum	maximum	ADJ
alkej-62	79	3	concentration	concentration	NOUN
alkej-62	79	4	of	of	ADP
alkej-62	79	5	prodigiosin	prodigiosin	NOUN
alkej-62	79	6	obtained	obtain	VERB
alkej-62	79	7	in	in	ADP
alkej-62	79	8	this	this	DET
alkej-62	79	9	culture	culture	NOUN
alkej-62	79	10	’	'	PUNCT
alkej-62	79	11	was331.6	was331.6	PROPN
alkej-62	79	12	mg	mg	PROPN
alkej-62	79	13	/	/	SYM
alkej-62	79	14	l.	l.	PROPN
alkej-62	79	15	fig	fig	PROPN
alkej-62	79	16	.	.	PUNCT
alkej-62	80	1	3	3	X
alkej-62	80	2	.	.	X
alkej-62	80	3	the	the	DET
alkej-62	80	4	effect	effect	NOUN
alkej-62	80	5	of	of	ADP
alkej-62	80	6	carbon	carbon	NOUN
alkej-62	80	7	to	to	ADP
alkej-62	80	8	nitrogen	nitrogen	NOUN
alkej-62	80	9	ratio	ratio	NOUN
alkej-62	80	10	on	on	ADP
alkej-62	80	11	prodigiosin	prodigiosin	NOUN
alkej-62	80	12	production	production	NOUN
alkej-62	80	13	by	by	ADP
alkej-62	80	14	s.	s.	PROPN
alkej-62	80	15	marcescens	marcescens	PROPN
alkej-62	80	16	in	in	ADP
alkej-62	80	17	chemically	chemically	ADV
alkej-62	80	18	defined	define	VERB
alkej-62	80	19	liquid	liquid	ADJ
alkej-62	80	20	medium	medium	NOUN
alkej-62	80	21	.	.	PUNCT
alkej-62	80	22	microbial	microbial	ADJ
alkej-62	80	23	growth	growth	NOUN
alkej-62	80	24	and	and	CCONJ
alkej-62	80	25	synthesis	synthesis	NOUN
alkej-62	80	26	of	of	ADP
alkej-62	80	27	‘	'	PUNCT
alkej-62	80	28	secondary	secondary	ADJ
alkej-62	80	29	metabolite	metabolite	NOUN
alkej-62	80	30	are	be	AUX
alkej-62	80	31	highly	highly	ADV
alkej-62	80	32	affected	affect	VERB
alkej-62	80	33	by	by	ADP
alkej-62	80	34	ph	ph	NOUN
alkej-62	80	35	of	of	ADP
alkej-62	80	36	the	the	DET
alkej-62	80	37	medium	medium	NOUN
alkej-62	80	38	,	,	PUNCT
alkej-62	80	39	therefore	therefore	ADV
alkej-62	80	40	it	it	PRON
alkej-62	80	41	was	be	AUX
alkej-62	80	42	important	important	ADJ
alkej-62	80	43	to	to	PART
alkej-62	80	44	identify	identify	VERB
alkej-62	80	45	the	the	DET
alkej-62	80	46	optimum	optimum	ADJ
alkej-62	80	47	ph	ph	NOUN
alkej-62	80	48	that	that	PRON
alkej-62	80	49	maximize	maximize	VERB
alkej-62	80	50	prodigiosin	prodigiosin	NOUN
alkej-62	80	51	production	production	NOUN
alkej-62	80	52	.	.	PUNCT
alkej-62	81	1	as	as	SCONJ
alkej-62	81	2	illustrated	illustrate	VERB
alkej-62	81	3	in	in	ADP
alkej-62	81	4	figure	figure	NOUN
alkej-62	81	5	(	(	PUNCT
alkej-62	81	6	4	4	NUM
alkej-62	81	7	)	)	PUNCT
alkej-62	81	8	,	,	PUNCT
alkej-62	81	9	maximum	maximum	ADJ
alkej-62	81	10	production	production	NOUN
alkej-62	81	11	of	of	ADP
alkej-62	81	12	prodigiosin356.8	prodigiosin356.8	NOUN
alkej-62	81	13	mg	mg	PROPN
alkej-62	81	14	/	/	SYM
alkej-62	81	15	l	l	NOUN
alkej-62	81	16	was	be	AUX
alkej-62	81	17	obtained	obtain	VERB
alkej-62	81	18	at	at	ADP
alkej-62	81	19	ph	ph	PROPN
alkej-62	81	20	6	6	NUM
alkej-62	81	21	.	.	PUNCT
alkej-62	82	1	when	when	SCONJ
alkej-62	82	2	the	the	DET
alkej-62	82	3	ph	ph	NOUN
alkej-62	82	4	of	of	ADP
alkej-62	82	5	the	the	DET
alkej-62	82	6	medium	medium	NOUN
alkej-62	82	7	was	be	AUX
alkej-62	82	8	less	less	ADV
alkej-62	82	9	or	or	CCONJ
alkej-62	82	10	more	more	ADJ
alkej-62	82	11	than	than	ADP
alkej-62	82	12	7	7	NUM
alkej-62	82	13	,	,	PUNCT
alkej-62	82	14	prodigiosin	prodigiosin	ADJ
alkej-62	82	15	production	production	NOUN
alkej-62	82	16	was	be	AUX
alkej-62	82	17	consequently	consequently	ADV
alkej-62	82	18	’	'	PUNCT
alkej-62	82	19	decreased	decrease	VERB
alkej-62	82	20	.	.	PUNCT
alkej-62	83	1	fig	fig	NOUN
alkej-62	83	2	4	4	NUM
alkej-62	83	3	.	.	PUNCT
alkej-62	84	1	the	the	DET
alkej-62	84	2	effect	effect	NOUN
alkej-62	84	3	of	of	ADP
alkej-62	84	4	ph	ph	NOUN
alkej-62	84	5	on	on	ADP
alkej-62	84	6	prodigiosin	prodigiosin	NOUN
alkej-62	84	7	production	production	NOUN
alkej-62	84	8	by	by	ADP
alkej-62	84	9	s.	s.	PROPN
alkej-62	84	10	marcescens	marcescens	PROPN
alkej-62	84	11	in	in	ADP
alkej-62	84	12	chemically	chemically	ADV
alkej-62	84	13	defined	define	VERB
alkej-62	84	14	liquid	liquid	ADJ
alkej-62	84	15	medium	medium	NOUN
alkej-62	84	16	.	.	PUNCT
alkej-62	84	17	inoculum	inoculum	NOUN
alkej-62	84	18	size	size	NOUN
alkej-62	84	19	represents	represent	VERB
alkej-62	84	20	an	an	DET
alkej-62	84	21	‘	'	PUNCT
alkej-62	84	22	important	important	ADJ
alkej-62	84	23	factor	factor	NOUN
alkej-62	84	24	in	in	ADP
alkej-62	84	25	the	the	DET
alkej-62	84	26	fermentation	fermentation	NOUN
alkej-62	84	27	process	process	NOUN
alkej-62	84	28	that	that	PRON
alkej-62	84	29	usually	usually	ADV
alkej-62	84	30	affects	affect	VERB
alkej-62	84	31	the	the	DET
alkej-62	84	32	production	production	NOUN
alkej-62	84	33	of	of	ADP
alkej-62	84	34	metabolites	metabolite	NOUN
alkej-62	84	35	.	.	PUNCT
alkej-62	85	1	therefore	therefore	ADV
alkej-62	85	2	,	,	PUNCT
alkej-62	85	3	this	this	DET
alkej-62	85	4	factor	factor	NOUN
alkej-62	85	5	was	be	AUX
alkej-62	85	6	investigated	investigate	VERB
alkej-62	85	7	in	in	ADP
alkej-62	85	8	this	this	DET
alkej-62	85	9	study	study	NOUN
alkej-62	85	10	using	use	VERB
alkej-62	85	11	different	different	ADJ
alkej-62	85	12	inoculum	inoculum	NOUN
alkej-62	85	13	size	size	NOUN
alkej-62	85	14	ranging	range	VERB
alkej-62	85	15	from	from	ADP
alkej-62	85	16	1	1	NUM
alkej-62	85	17	to	to	PART
alkej-62	85	18	5	5	NUM
alkej-62	85	19	%	%	NOUN
alkej-62	85	20	(	(	PUNCT
alkej-62	85	21	v	v	NOUN
alkej-62	85	22	/	/	SYM
alkej-62	85	23	v	v	NOUN
alkej-62	85	24	)	)	PUNCT
alkej-62	85	25	.	.	PUNCT
alkej-62	86	1	as	as	SCONJ
alkej-62	86	2	shown	show	VERB
alkej-62	86	3	in	in	ADP
alkej-62	86	4	figure	figure	NOUN
alkej-62	86	5	(	(	PUNCT
alkej-62	86	6	5	5	NUM
alkej-62	86	7	)	)	PUNCT
alkej-62	86	8	,	,	PUNCT
alkej-62	86	9	maximum	maximum	ADJ
alkej-62	86	10	prodigiosin	prodigiosin	NOUN
alkej-62	86	11	production	production	NOUN
alkej-62	86	12	was	be	AUX
alkej-62	86	13	obtained	obtain	VERB
alkej-62	86	14	when	when	SCONJ
alkej-62	86	15	inoculum	inoculum	NOUN
alkej-62	86	16	size	size	NOUN
alkej-62	86	17	was	be	AUX
alkej-62	86	18	used	use	VERB
alkej-62	86	19	at	at	ADP
alkej-62	86	20	2	2	NUM
alkej-62	86	21	%	%	NOUN
alkej-62	86	22	(	(	PUNCT
alkej-62	86	23	v	v	NOUN
alkej-62	86	24	/	/	SYM
alkej-62	86	25	v	v	NOUN
alkej-62	86	26	)	)	PUNCT
alkej-62	86	27	level	level	NOUN
alkej-62	86	28	yield	yield	NOUN
alkej-62	86	29	in	in	ADP
alkej-62	86	30	approximately	approximately	ADV
alkej-62	86	31	354.6	354.6	NUM
alkej-62	86	32	mg	mg	NOUN
alkej-62	86	33	/	/	SYM
alkej-62	86	34	l	l	NOUN
alkej-62	86	35	under	under	ADP
alkej-62	86	36	the	the	DET
alkej-62	86	37	experimental	experimental	ADJ
alkej-62	86	38	conditions	condition	NOUN
alkej-62	86	39	used	use	VERB
alkej-62	86	40	in	in	ADP
alkej-62	86	41	this	this	DET
alkej-62	86	42	work	work	NOUN
alkej-62	86	43	.	.	PUNCT
alkej-62	87	1	the	the	DET
alkej-62	87	2	results	result	NOUN
alkej-62	87	3	showed	show	VERB
alkej-62	87	4	that	that	SCONJ
alkej-62	87	5	prodigiosin	prodigiosin	NOUN
alkej-62	87	6	production	production	NOUN
alkej-62	87	7	was	be	AUX
alkej-62	87	8	significantly	significantly	ADV
alkej-62	87	9	decreased	decrease	VERB
alkej-62	87	10	with	with	ADP
alkej-62	87	11	less	less	ADJ
alkej-62	87	12	or	or	CCONJ
alkej-62	87	13	more	more	ADJ
alkej-62	87	14	than	than	ADP
alkej-62	87	15	that	that	DET
alkej-62	87	16	inoculum	inoculum	NOUN
alkej-62	87	17	size	size	NOUN
alkej-62	87	18	.	.	PUNCT
alkej-62	88	1	in	in	ADP
alkej-62	88	2	this	this	DET
alkej-62	88	3	context	context	NOUN
alkej-62	88	4	,	,	PUNCT
alkej-62	88	5	mahmoud	mahmoud	PROPN
alkej-62	89	1	[	[	X
alkej-62	89	2	18	18	NUM
alkej-62	89	3	]	]	PUNCT
alkej-62	89	4	have	have	AUX
alkej-62	89	5	found	find	VERB
alkej-62	89	6	that	that	SCONJ
alkej-62	89	7	the	the	DET
alkej-62	89	8	best	good	ADJ
alkej-62	89	9	inoculum	inoculum	NOUN
alkej-62	89	10	size	size	NOUN
alkej-62	89	11	for	for	ADP
alkej-62	89	12	the	the	DET
alkej-62	89	13	maximum	maximum	ADJ
alkej-62	89	14	production	production	NOUN
alkej-62	89	15	of	of	ADP
alkej-62	89	16	prodigiosin	prodigiosin	NOUN
alkej-62	89	17	’	'	PUNCT
alkej-62	89	18	was	be	AUX
alkej-62	89	19	2	2	NUM
alkej-62	89	20	%	%	NOUN
alkej-62	89	21	.	.	PUNCT
alkej-62	90	1	sura	sura	PROPN
alkej-62	90	2	jasem	jasem	PROPN
alkej-62	90	3	mohammed	mohammed	PROPN
alkej-62	90	4	al	al	PROPN
alkej-62	90	5	-	-	PUNCT
alkej-62	90	6	khwarizmi	khwarizmi	PROPN
alkej-62	90	7	engineering	engineering	NOUN
alkej-62	90	8	journal	journal	PROPN
alkej-62	90	9	,	,	PUNCT
alkej-62	90	10	vol	vol	NOUN
alkej-62	90	11	.	.	PROPN
alkej-62	90	12	14	14	NUM
alkej-62	90	13	,	,	PUNCT
alkej-62	90	14	no	no	INTJ
alkej-62	90	15	.	.	NOUN
alkej-62	90	16	4	4	NUM
alkej-62	90	17	,	,	PUNCT
alkej-62	90	18	p.p	p.p	PROPN
alkej-62	90	19	.	.	NOUN
alkej-62	90	20	92102	92102	NUM
alkej-62	90	21	(	(	PUNCT
alkej-62	90	22	2018	2018	NUM
alkej-62	90	23	)	)	PUNCT
alkej-62	90	24	96	96	NUM
alkej-62	90	25	fig	fig	NOUN
alkej-62	90	26	5	5	NUM
alkej-62	90	27	.	.	PUNCT
alkej-62	91	1	the	the	DET
alkej-62	91	2	effect	effect	NOUN
alkej-62	91	3	inoculum	inoculum	NOUN
alkej-62	91	4	size	size	NOUN
alkej-62	91	5	on	on	ADP
alkej-62	91	6	prodigiosin	prodigiosin	NOUN
alkej-62	91	7	production	production	NOUN
alkej-62	91	8	by	by	ADP
alkej-62	91	9	s.	s.	PROPN
alkej-62	91	10	marcescens	marcescens	PROPN
alkej-62	91	11	in	in	ADP
alkej-62	91	12	chemically	chemically	ADV
alkej-62	91	13	defined	define	VERB
alkej-62	91	14	liquid	liquid	ADJ
alkej-62	91	15	medium	medium	NOUN
alkej-62	91	16	.	.	PUNCT
alkej-62	92	1	3.2	3.2	NUM
alkej-62	92	2	statistical	statistical	ADJ
alkej-62	92	3	optimization	optimization	NOUN
alkej-62	92	4	of	of	ADP
alkej-62	92	5	medium	medium	ADJ
alkej-62	92	6	composition	composition	NOUN
alkej-62	92	7	in	in	ADP
alkej-62	92	8	this	this	DET
alkej-62	92	9	study	study	NOUN
alkej-62	92	10	,	,	PUNCT
alkej-62	92	11	composition	composition	NOUN
alkej-62	92	12	of	of	ADP
alkej-62	92	13	trace	trace	NOUN
alkej-62	92	14	element	element	NOUN
alkej-62	92	15	was	be	AUX
alkej-62	92	16	optimized	optimize	VERB
alkej-62	92	17	by	by	ADP
alkej-62	92	18	statistical	statistical	ADJ
alkej-62	92	19	experimental	experimental	ADJ
alkej-62	92	20	design	design	NOUN
alkej-62	92	21	based	base	VERB
alkej-62	92	22	on	on	ADP
alkej-62	92	23	response	response	NOUN
alkej-62	92	24	surface	surface	NOUN
alkej-62	92	25	methodology	methodology	NOUN
alkej-62	92	26	.	.	PUNCT
alkej-62	93	1	four	four	NUM
alkej-62	93	2	variables	variable	NOUN
alkej-62	93	3	representing	represent	VERB
alkej-62	93	4	the	the	DET
alkej-62	93	5	concentrations	concentration	NOUN
alkej-62	93	6	of	of	ADP
alkej-62	93	7	cacl2·2h2o	cacl2·2h2o	NOUN
alkej-62	93	8	,	,	PUNCT
alkej-62	93	9	feso4·4h2o	feso4·4h2o	NOUN
alkej-62	93	10	,	,	PUNCT
alkej-62	93	11	mgso4·7h2o	mgso4·7h2o	NOUN
alkej-62	93	12	and	and	CCONJ
alkej-62	93	13	mnso4·4h2o	mnso4·4h2o	NOUN
alkej-62	93	14	were	be	AUX
alkej-62	93	15	selected	select	VERB
alkej-62	93	16	to	to	PART
alkej-62	93	17	determine	determine	VERB
alkej-62	93	18	the	the	DET
alkej-62	93	19	optimal	optimal	ADJ
alkej-62	93	20	composition	composition	NOUN
alkej-62	93	21	that	that	PRON
alkej-62	93	22	maximizes	maximize	VERB
alkej-62	93	23	prodigiosin	prodigiosin	NOUN
alkej-62	93	24	production	production	NOUN
alkej-62	93	25	[	[	X
alkej-62	93	26	19	19	NUM
alkej-62	93	27	]	]	PUNCT
alkej-62	93	28	.	.	PUNCT
alkej-62	94	1	the	the	DET
alkej-62	94	2	trace	trace	NOUN
alkej-62	94	3	compounds	compound	NOUN
alkej-62	94	4	were	be	AUX
alkej-62	94	5	used	use	VERB
alkej-62	94	6	in	in	ADP
alkej-62	94	7	three	three	NUM
alkej-62	94	8	levels	level	NOUN
alkej-62	94	9	for	for	ADP
alkej-62	94	10	each	each	DET
alkej-62	94	11	variable	variable	NOUN
alkej-62	94	12	using	use	VERB
alkej-62	94	13	box	box	NOUN
alkej-62	94	14	–	–	PUNCT
alkej-62	94	15	behnken	behnken	NOUN
alkej-62	94	16	design	design	NOUN
alkej-62	94	17	which	which	PRON
alkej-62	94	18	provided	provide	VERB
alkej-62	94	19	twenty	twenty	NUM
alkej-62	94	20	-	-	PUNCT
alkej-62	94	21	nine	nine	NUM
alkej-62	94	22	experiments	experiment	NOUN
alkej-62	94	23	as	as	SCONJ
alkej-62	94	24	shown	show	VERB
alkej-62	94	25	’	'	PUNCT
alkej-62	94	26	in	in	ADP
alkej-62	94	27	table	table	NOUN
alkej-62	94	28	(	(	PUNCT
alkej-62	94	29	1	1	NUM
alkej-62	94	30	)	)	PUNCT
alkej-62	94	31	.	.	PUNCT
alkej-62	95	1	table	table	NOUN
alkej-62	95	2	1	1	NUM
alkej-62	95	3	,	,	PUNCT
alkej-62	95	4	coded	code	VERB
alkej-62	95	5	experimental	experimental	ADJ
alkej-62	95	6	design	design	NOUN
alkej-62	95	7	and	and	CCONJ
alkej-62	95	8	results	result	NOUN
alkej-62	95	9	for	for	ADP
alkej-62	95	10	the	the	DET
alkej-62	95	11	response	response	NOUN
alkej-62	95	12	surface	surface	NOUN
alkej-62	95	13	of	of	ADP
alkej-62	95	14	prodigiosin	prodigiosin	ADJ
alkej-62	95	15	production	production	NOUN
alkej-62	95	16	from	from	ADP
alkej-62	95	17	s.	s.	PROPN
alkej-62	95	18	marcescens	marcescens	PROPN
alkej-62	95	19	as	as	ADP
alkej-62	95	20	a	a	DET
alkej-62	95	21	function	function	NOUN
alkej-62	95	22	of	of	ADP
alkej-62	95	23	trace	trace	NOUN
alkej-62	95	24	element	element	NOUN
alkej-62	95	25	concentration	concentration	NOUN
alkej-62	95	26	.	.	PUNCT
alkej-62	96	1	run	run	VERB
alkej-62	96	2	cacl2	cacl2	NOUN
alkej-62	96	3	(	(	PUNCT
alkej-62	96	4	g	g	NOUN
alkej-62	96	5	/	/	SYM
alkej-62	96	6	l	l	NOUN
alkej-62	96	7	)	)	PUNCT
alkej-62	96	8	feso4	feso4	NOUN
alkej-62	97	1	(	(	PUNCT
alkej-62	97	2	g	g	NOUN
alkej-62	97	3	/	/	SYM
alkej-62	97	4	l	l	NOUN
alkej-62	97	5	)	)	PUNCT
alkej-62	97	6	mgso4	mgso4	NOUN
alkej-62	98	1	(	(	PUNCT
alkej-62	98	2	g	g	NOUN
alkej-62	98	3	/	/	SYM
alkej-62	98	4	l	l	NOUN
alkej-62	98	5	)	)	PUNCT
alkej-62	98	6	mnso4	mnso4	NOUN
alkej-62	99	1	(	(	PUNCT
alkej-62	99	2	g	g	NOUN
alkej-62	99	3	/	/	SYM
alkej-62	99	4	l	l	NOUN
alkej-62	99	5	)	)	PUNCT
alkej-62	99	6	prodigiosin	prodigiosin	NOUN
alkej-62	99	7	(	(	PUNCT
alkej-62	99	8	mg	mg	PROPN
alkej-62	99	9	/	/	SYM
alkej-62	99	10	l	l	NOUN
alkej-62	99	11	)	)	PUNCT
alkej-62	99	12	actual	actual	ADJ
alkej-62	99	13	predict	predict	VERB
alkej-62	99	14	1	1	NUM
alkej-62	99	15	9	9	NUM
alkej-62	99	16	0.3	0.3	NUM
alkej-62	99	17	0.6	0.6	NUM
alkej-62	99	18	2	2	NUM
alkej-62	99	19	391	391	NUM
alkej-62	99	20	396.4	396.4	NUM
alkej-62	99	21	2	2	NUM
alkej-62	99	22	8	8	NUM
alkej-62	99	23	0	0	NUM
alkej-62	99	24	0.6	0.6	NUM
alkej-62	99	25	2	2	NUM
alkej-62	99	26	15.5	15.5	NUM
alkej-62	99	27	33.78	33.78	NUM
alkej-62	99	28	3	3	NUM
alkej-62	99	29	8	8	NUM
alkej-62	99	30	0.3	0.3	NUM
alkej-62	99	31	1.2	1.2	NUM
alkej-62	99	32	2	2	NUM
alkej-62	99	33	275	275	NUM
alkej-62	99	34	261.8	261.8	NUM
alkej-62	99	35	4	4	NUM
alkej-62	99	36	10	10	NUM
alkej-62	99	37	0.3	0.3	NUM
alkej-62	99	38	0.6	0.6	NUM
alkej-62	99	39	3	3	NUM
alkej-62	99	40	450	450	NUM
alkej-62	99	41	380.4	380.4	NUM
alkej-62	99	42	5	5	NUM
alkej-62	99	43	9	9	NUM
alkej-62	99	44	0.3	0.3	NUM
alkej-62	99	45	0.6	0.6	NUM
alkej-62	99	46	2	2	NUM
alkej-62	99	47	396	396	NUM
alkej-62	99	48	396.4	396.4	NUM
alkej-62	99	49	6	6	NUM
alkej-62	99	50	8	8	NUM
alkej-62	99	51	0.6	0.6	NUM
alkej-62	99	52	0.6	0.6	NUM
alkej-62	99	53	2	2	NUM
alkej-62	99	54	100	100	NUM
alkej-62	99	55	110	110	NUM
alkej-62	99	56	7	7	NUM
alkej-62	99	57	9	9	NUM
alkej-62	99	58	0	0	NUM
alkej-62	99	59	0.6	0.6	NUM
alkej-62	99	60	1	1	NUM
alkej-62	99	61	0.567	0.567	NUM
alkej-62	99	62	26.4	26.4	NUM
alkej-62	99	63	8	8	NUM
alkej-62	99	64	9	9	NUM
alkej-62	99	65	0.3	0.3	NUM
alkej-62	99	66	0	0	NUM
alkej-62	99	67	1	1	NUM
alkej-62	99	68	154.4	154.4	NUM
alkej-62	99	69	174.8	174.8	NUM
alkej-62	99	70	9	9	NUM
alkej-62	99	71	9	9	NUM
alkej-62	99	72	0.3	0.3	NUM
alkej-62	99	73	0	0	NUM
alkej-62	99	74	3	3	NUM
alkej-62	99	75	259	259	NUM
alkej-62	99	76	272.6	272.6	NUM
alkej-62	99	77	10	10	NUM
alkej-62	99	78	9	9	NUM
alkej-62	99	79	0	0	NUM
alkej-62	99	80	0.6	0.6	NUM
alkej-62	99	81	3	3	NUM
alkej-62	99	82	0.14	0.14	NUM
alkej-62	99	83	67.76	67.76	NUM
alkej-62	99	84	11	11	NUM
alkej-62	99	85	9	9	NUM
alkej-62	99	86	0.6	0.6	NUM
alkej-62	99	87	0	0	NUM
alkej-62	99	88	2	2	NUM
alkej-62	99	89	0.14	0.14	NUM
alkej-62	99	90	22.01	22.01	NUM
alkej-62	99	91	12	12	NUM
alkej-62	99	92	10	10	NUM
alkej-62	99	93	0.6	0.6	NUM
alkej-62	99	94	0.6	0.6	NUM
alkej-62	99	95	2	2	NUM
alkej-62	99	96	65	65	NUM
alkej-62	99	97	81.3	81.3	NUM
alkej-62	99	98	13	13	NUM
alkej-62	99	99	9	9	NUM
alkej-62	99	100	0.3	0.3	NUM
alkej-62	99	101	0.6	0.6	NUM
alkej-62	99	102	2	2	NUM
alkej-62	99	103	400	400	NUM
alkej-62	99	104	396.4	396.4	NUM
alkej-62	99	105	14	14	NUM
alkej-62	99	106	10	10	NUM
alkej-62	99	107	0	0	NUM
alkej-62	99	108	0.6	0.6	NUM
alkej-62	99	109	2	2	NUM
alkej-62	99	110	0.141	0.141	NUM
alkej-62	99	111	24.60	24.60	NUM
alkej-62	99	112	15	15	NUM
alkej-62	99	113	8	8	NUM
alkej-62	99	114	0.3	0.3	NUM
alkej-62	99	115	0	0	NUM
alkej-62	99	116	2	2	NUM
alkej-62	99	117	241.6	241.6	NUM
alkej-62	99	118	221.7	221.7	NUM
alkej-62	99	119	16	16	NUM
alkej-62	99	120	10	10	NUM
alkej-62	99	121	0.3	0.3	NUM
alkej-62	99	122	1.2	1.2	NUM
alkej-62	99	123	2	2	NUM
alkej-62	99	124	220.5	220.5	NUM
alkej-62	99	125	255.5	255.5	NUM
alkej-62	99	126	17	17	NUM
alkej-62	99	127	9	9	NUM
alkej-62	99	128	0.6	0.6	NUM
alkej-62	99	129	1.2	1.2	NUM
alkej-62	99	130	2	2	NUM
alkej-62	99	131	110.3	110.3	NUM
alkej-62	99	132	124.9	124.9	NUM
alkej-62	99	133	18	18	NUM
alkej-62	99	134	9	9	NUM
alkej-62	99	135	0.3	0.3	NUM
alkej-62	99	136	1.2	1.2	NUM
alkej-62	99	137	3	3	NUM
alkej-62	99	138	280	280	NUM
alkej-62	99	139	294.1	294.1	NUM
alkej-62	99	140	19	19	NUM
alkej-62	99	141	9	9	NUM
alkej-62	99	142	0	0	NUM
alkej-62	99	143	0	0	NUM
alkej-62	99	144	2	2	NUM
alkej-62	99	145	70	70	NUM
alkej-62	99	146	5.57	5.57	NUM
alkej-62	99	147	20	20	NUM
alkej-62	99	148	8	8	NUM
alkej-62	99	149	0.3	0.3	NUM
alkej-62	99	150	0.6	0.6	NUM
alkej-62	99	151	3	3	NUM
alkej-62	99	152	246	246	NUM
alkej-62	99	153	230.8	230.8	NUM
alkej-62	99	154	21	21	NUM
alkej-62	99	155	8	8	NUM
alkej-62	99	156	0.3	0.3	NUM
alkej-62	99	157	0.6	0.6	NUM
alkej-62	99	158	1	1	NUM
alkej-62	99	159	313.2	313.2	NUM
alkej-62	99	160	323.1	323.1	NUM
alkej-62	99	161	22	22	NUM
alkej-62	99	162	9	9	NUM
alkej-62	99	163	0.3	0.3	NUM
alkej-62	99	164	0.6	0.6	NUM
alkej-62	99	165	2	2	NUM
alkej-62	99	166	405	405	NUM
alkej-62	99	167	396.4	396.4	NUM
alkej-62	99	168	23	23	NUM
alkej-62	99	169	10	10	NUM
alkej-62	99	170	0.3	0.3	NUM
alkej-62	99	171	0	0	NUM
alkej-62	99	172	2	2	NUM
alkej-62	99	173	161.6	161.6	NUM
alkej-62	99	174	190.0	190.0	NUM
alkej-62	99	175	24	24	NUM
alkej-62	99	176	9	9	NUM
alkej-62	99	177	0.6	0.6	NUM
alkej-62	99	178	0.6	0.6	NUM
alkej-62	99	179	1	1	NUM
alkej-62	99	180	120	120	NUM
alkej-62	99	181	67.7	67.7	NUM
alkej-62	99	182	25	25	NUM
alkej-62	99	183	9	9	NUM
alkej-62	99	184	0.6	0.6	NUM
alkej-62	99	185	0.6	0.6	NUM
alkej-62	99	186	3	3	NUM
alkej-62	99	187	170	170	NUM
alkej-62	99	188	159.4	159.4	NUM
alkej-62	99	189	26	26	NUM
alkej-62	99	190	9	9	NUM
alkej-62	99	191	0.3	0.3	NUM
alkej-62	99	192	1.2	1.2	NUM
alkej-62	99	193	1	1	NUM
alkej-62	99	194	238	238	NUM
alkej-62	99	195	258.96	258.96	NUM
alkej-62	99	196	27	27	NUM
alkej-62	99	197	9	9	NUM
alkej-62	99	198	0.3	0.3	NUM
alkej-62	99	199	0.6	0.6	NUM
alkej-62	99	200	2	2	NUM
alkej-62	99	201	390	390	NUM
alkej-62	99	202	396.4	396.4	NUM
alkej-62	99	203	28	28	NUM
alkej-62	99	204	10	10	NUM
alkej-62	99	205	0.3	0.3	NUM
alkej-62	99	206	0.6	0.6	NUM
alkej-62	99	207	1	1	NUM
alkej-62	99	208	180	180	NUM
alkej-62	99	209	145.3	145.3	NUM
alkej-62	99	210	29	29	NUM
alkej-62	99	211	9	9	NUM
alkej-62	99	212	0	0	NUM
alkej-62	99	213	1.2	1.2	NUM
alkej-62	99	214	2	2	NUM
alkej-62	99	215	80	80	NUM
alkej-62	99	216	8.32	8.32	NUM
alkej-62	99	217	based	base	VERB
alkej-62	99	218	on	on	ADP
alkej-62	99	219	values	value	NOUN
alkej-62	99	220	of	of	ADP
alkej-62	99	221	response	response	NOUN
alkej-62	99	222	determined	determine	VERB
alkej-62	99	223	in	in	ADP
alkej-62	99	224	designed	design	VERB
alkej-62	99	225	experiment	experiment	NOUN
alkej-62	99	226	,	,	PUNCT
alkej-62	99	227	empirical	empirical	ADJ
alkej-62	99	228	improved	improve	VERB
alkej-62	99	229	model	model	NOUN
alkej-62	99	230	was	be	AUX
alkej-62	99	231	generated	generate	VERB
alkej-62	99	232	.	.	PUNCT
alkej-62	100	1	the	the	DET
alkej-62	100	2	insignificant	insignificant	ADJ
alkej-62	100	3	coefficients	coefficient	NOUN
alkej-62	100	4	which	which	PRON
alkej-62	100	5	are	be	AUX
alkej-62	100	6	represented	represent	VERB
alkej-62	100	7	by	by	ADP
alkej-62	100	8	terms	term	NOUN
alkej-62	100	9	(	(	PUNCT
alkej-62	100	10	ab	ab	PROPN
alkej-62	100	11	,	,	PUNCT
alkej-62	100	12	ac	ac	PROPN
alkej-62	100	13	,	,	PUNCT
alkej-62	100	14	bc	bc	PROPN
alkej-62	100	15	and	and	CCONJ
alkej-62	100	16	bd	bd	PROPN
alkej-62	100	17	)	)	PUNCT
alkej-62	100	18	which	which	PRON
alkej-62	100	19	p	p	NOUN
alkej-62	100	20	-	-	PUNCT
alkej-62	100	21	value	value	NOUN
alkej-62	100	22	greater	great	ADJ
alkej-62	100	23	than	than	ADP
alkej-62	100	24	0.5	0.5	NUM
alkej-62	100	25	were	be	AUX
alkej-62	100	26	omitted	omit	VERB
alkej-62	100	27	except	except	SCONJ
alkej-62	100	28	cacl2·2h2o	cacl2·2h2o	NOUN
alkej-62	100	29	due	due	ADJ
alkej-62	100	30	to	to	ADP
alkej-62	100	31	it	it	PRON
alkej-62	100	32	is	be	AUX
alkej-62	100	33	hierarchical	hierarchical	ADJ
alkej-62	100	34	model	model	NOUN
alkej-62	100	35	[	[	X
alkej-62	100	36	20	20	NUM
alkej-62	100	37	]	]	X
alkej-62	100	38	:	:	PUNCT
alkej-62	100	39	y	y	PROPN
alkej-62	100	40	=	=	SYM
alkej-62	100	41	+396.49.5(a)+33.26(b)+26.42(c)+33.25(d)+84.30(ad	+396.49.5(a)+33.26(b)+26.42(c)+33.25(d)+84.30(ad	NUM
alkej-62	100	42	)	)	PUNCT
alkej-62	100	43	-70.92(a2)-263.02(b2)-93.17(c2)-53.08(d2	-70.92(a2)-263.02(b2)-93.17(c2)-53.08(d2	PROPN
alkej-62	100	44	)	)	PUNCT
alkej-62	100	45	...	...	PUNCT
alkej-62	101	1	(	(	PUNCT
alkej-62	101	2	3	3	X
alkej-62	101	3	)	)	PUNCT
alkej-62	101	4	sura	sura	NOUN
alkej-62	101	5	jasem	jasem	PROPN
alkej-62	101	6	mohammed	mohammed	PROPN
alkej-62	101	7	al	al	PROPN
alkej-62	101	8	-	-	PUNCT
alkej-62	101	9	khwarizmi	khwarizmi	PROPN
alkej-62	101	10	engineering	engineering	NOUN
alkej-62	101	11	journal	journal	PROPN
alkej-62	101	12	,	,	PUNCT
alkej-62	101	13	vol	vol	NOUN
alkej-62	101	14	.	.	PROPN
alkej-62	101	15	14	14	NUM
alkej-62	101	16	,	,	PUNCT
alkej-62	101	17	no	no	INTJ
alkej-62	101	18	.	.	NOUN
alkej-62	101	19	4	4	NUM
alkej-62	101	20	,	,	PUNCT
alkej-62	101	21	p.p	p.p	PROPN
alkej-62	101	22	.	.	NOUN
alkej-62	101	23	92102	92102	NUM
alkej-62	101	24	(	(	PUNCT
alkej-62	101	25	2018	2018	NUM
alkej-62	101	26	)	)	PUNCT
alkej-62	101	27	97	97	NUM
alkej-62	101	28	where	where	SCONJ
alkej-62	101	29	y	y	PROPN
alkej-62	101	30	‘	'	PUNCT
alkej-62	101	31	denoted	denote	VERB
alkej-62	101	32	predicted	predict	VERB
alkej-62	101	33	response	response	NOUN
alkej-62	101	34	of	of	ADP
alkej-62	101	35	prodigiosin	prodigiosin	NOUN
alkej-62	101	36	in	in	ADP
alkej-62	101	37	mg	mg	PROPN
alkej-62	101	38	/	/	SYM
alkej-62	101	39	l	l	NOUN
alkej-62	101	40	and	and	CCONJ
alkej-62	101	41	a	a	DET
alkej-62	101	42	,	,	PUNCT
alkej-62	101	43	b	b	NOUN
alkej-62	101	44	,	,	PUNCT
alkej-62	101	45	c	c	NOUN
alkej-62	101	46	,	,	PUNCT
alkej-62	101	47	d	d	PRON
alkej-62	101	48	denoted	denote	VERB
alkej-62	101	49	to	to	ADP
alkej-62	101	50	cacl2·2h2o	cacl2·2h2o	NOUN
alkej-62	101	51	,	,	PUNCT
alkej-62	101	52	feso4·4h2o	feso4·4h2o	NOUN
alkej-62	101	53	,	,	PUNCT
alkej-62	101	54	mgso4·7h2o	mgso4·7h2o	NOUN
alkej-62	101	55	and	and	CCONJ
alkej-62	101	56	mnso4·4h2o	mnso4·4h2o	NOUN
alkej-62	101	57	concentration	concentration	NOUN
alkej-62	101	58	in	in	ADP
alkej-62	101	59	g	g	PROPN
alkej-62	101	60	/	/	SYM
alkej-62	101	61	l	l	NOUN
alkej-62	101	62	’	'	PUNCT
alkej-62	101	63	respectively	respectively	ADV
alkej-62	101	64	.	.	PUNCT
alkej-62	102	1	the	the	DET
alkej-62	102	2	significance	significance	NOUN
alkej-62	102	3	of	of	ADP
alkej-62	102	4	empirical	empirical	ADJ
alkej-62	102	5	model	model	NOUN
alkej-62	102	6	was	be	AUX
alkej-62	102	7	examined	examine	VERB
alkej-62	102	8	by	by	ADP
alkej-62	102	9	fisher	fisher	PROPN
alkej-62	102	10	test	test	NOUN
alkej-62	102	11	and	and	CCONJ
alkej-62	102	12	analysis	analysis	NOUN
alkej-62	102	13	of	of	ADP
alkej-62	102	14	variance	variance	NOUN
alkej-62	102	15	for	for	ADP
alkej-62	102	16	response	response	NOUN
alkej-62	102	17	’	'	PUNCT
alkej-62	102	18	surface	surface	NOUN
alkej-62	102	19	.	.	PUNCT
alkej-62	103	1	second	second	ADJ
alkej-62	103	2	order	order	NOUN
alkej-62	103	3	model	model	NOUN
alkej-62	103	4	is	be	AUX
alkej-62	103	5	given	give	VERB
alkej-62	103	6	in	in	ADP
alkej-62	103	7	table	table	NOUN
alkej-62	103	8	(	(	PUNCT
alkej-62	103	9	2	2	NUM
alkej-62	103	10	)	)	PUNCT
alkej-62	103	11	in	in	ADP
alkej-62	103	12	which	which	PRON
alkej-62	103	13	f	f	NOUN
alkej-62	103	14	-	-	PUNCT
alkej-62	103	15	value	value	NOUN
alkej-62	103	16	32.37	32.37	NUM
alkej-62	103	17	and	and	CCONJ
alkej-62	103	18	p<0.0001implies	p<0.0001implies	PROPN
alkej-62	103	19	that	that	SCONJ
alkej-62	103	20	the	the	DET
alkej-62	103	21	model	model	NOUN
alkej-62	103	22	is	be	AUX
alkej-62	103	23	highly	highly	ADV
alkej-62	103	24	significant	significant	ADJ
alkej-62	103	25	.	.	PUNCT
alkej-62	104	1	the	the	DET
alkej-62	104	2	fitness	fitness	NOUN
alkej-62	104	3	of	of	ADP
alkej-62	104	4	model	model	NOUN
alkej-62	104	5	can	can	AUX
alkej-62	104	6	be	be	AUX
alkej-62	104	7	determined	determine	VERB
alkej-62	104	8	by	by	ADP
alkej-62	104	9	determination	determination	NOUN
alkej-62	104	10	coefficient	coefficient	NOUN
alkej-62	104	11	(	(	PUNCT
alkej-62	104	12	r2	r2	PROPN
alkej-62	104	13	)	)	PUNCT
alkej-62	105	1	[	[	X
alkej-62	105	2	21].the	21].the	NUM
alkej-62	105	3	r2value	r2value	NOUN
alkej-62	105	4	0.9388	0.9388	NUM
alkej-62	105	5	indicated	indicate	VERB
alkej-62	105	6	that	that	SCONJ
alkej-62	105	7	93.8	93.8	NUM
alkej-62	105	8	%	%	NOUN
alkej-62	105	9	of	of	ADP
alkej-62	105	10	total	total	ADJ
alkej-62	105	11	experiment	experiment	NOUN
alkej-62	105	12	are	be	AUX
alkej-62	105	13	explained	explain	VERB
alkej-62	105	14	by	by	ADP
alkej-62	105	15	the	the	DET
alkej-62	105	16	model	model	NOUN
alkej-62	105	17	.	.	PUNCT
alkej-62	106	1	the	the	DET
alkej-62	106	2	adequate	adequate	ADJ
alkej-62	106	3	precision	precision	NOUN
alkej-62	106	4	used	use	VERB
alkej-62	106	5	to	to	PART
alkej-62	106	6	measure	measure	VERB
alkej-62	106	7	signal	signal	VERB
alkej-62	106	8	to	to	PART
alkej-62	106	9	noise	noise	VERB
alkej-62	106	10	,	,	PUNCT
alkej-62	106	11	it	it	PRON
alkej-62	106	12	is	be	AUX
alkej-62	106	13	believed	believe	VERB
alkej-62	106	14	to	to	PART
alkej-62	106	15	be	be	AUX
alkej-62	106	16	desirable	desirable	ADJ
alkej-62	106	17	greater	great	ADJ
alkej-62	106	18	4.here	4.here	NUM
alkej-62	106	19	the	the	DET
alkej-62	106	20	value	value	NOUN
alkej-62	106	21	16.644	16.644	NUM
alkej-62	106	22	revealed	reveal	VERB
alkej-62	106	23	that	that	SCONJ
alkej-62	106	24	the	the	DET
alkej-62	106	25	empirical	empirical	ADJ
alkej-62	106	26	model	model	NOUN
alkej-62	106	27	is	be	AUX
alkej-62	106	28	of	of	ADP
alkej-62	106	29	an	an	DET
alkej-62	106	30	adequate	adequate	ADJ
alkej-62	106	31	signal	signal	NOUN
alkej-62	106	32	,	,	PUNCT
alkej-62	106	33	and	and	CCONJ
alkej-62	106	34	can	can	AUX
alkej-62	106	35	be	be	AUX
alkej-62	106	36	used	use	VERB
alkej-62	106	37	to	to	PART
alkej-62	106	38	navigate	navigate	VERB
alkej-62	106	39	the	the	DET
alkej-62	106	40	design	design	NOUN
alkej-62	106	41	space	space	NOUN
alkej-62	106	42	.	.	PUNCT
alkej-62	107	1	the	the	DET
alkej-62	107	2	“	"	PUNCT
alkej-62	107	3	pred	pred	ADJ
alkej-62	107	4	r	r	NOUN
alkej-62	107	5	squared	square	VERB
alkej-62	107	6	”	"	PUNCT
alkej-62	107	7	0.8208	0.8208	NUM
alkej-62	107	8	were	be	AUX
alkej-62	107	9	in	in	ADP
alkej-62	107	10	reasonable	reasonable	ADJ
alkej-62	107	11	agreement	agreement	NOUN
alkej-62	107	12	with	with	ADP
alkej-62	107	13	the	the	DET
alkej-62	107	14	”	"	PUNCT
alkej-62	107	15	adj	adj	NOUN
alkej-62	107	16	r	r	NOUN
alkej-62	107	17	-	-	PUNCT
alkej-62	107	18	squared	square	VERB
alkej-62	107	19	”	"	PUNCT
alkej-62	107	20	0.9098	0.9098	NUM
alkej-62	107	21	.	.	PUNCT
alkej-62	108	1	the	the	DET
alkej-62	108	2	coefficient	coefficient	NOUN
alkej-62	108	3	estimates	estimate	NOUN
alkej-62	108	4	of	of	ADP
alkej-62	108	5	eq	eq	PROPN
alkej-62	108	6	.	.	PUNCT
alkej-62	109	1	(	(	PUNCT
alkej-62	109	2	3	3	NUM
alkej-62	109	3	)	)	PUNCT
alkej-62	109	4	,	,	PUNCT
alkej-62	109	5	along	along	ADP
alkej-62	109	6	with	with	ADP
alkej-62	109	7	the	the	DET
alkej-62	109	8	corresponding	corresponding	ADJ
alkej-62	109	9	p	p	NOUN
alkej-62	109	10	values	value	NOUN
alkej-62	109	11	are	be	AUX
alkej-62	109	12	given	give	VERB
alkej-62	109	13	in	in	ADP
alkej-62	109	14	table	table	NOUN
alkej-62	109	15	(	(	PUNCT
alkej-62	109	16	2	2	NUM
alkej-62	109	17	)	)	PUNCT
alkej-62	109	18	.	.	PUNCT
alkej-62	110	1	the	the	DET
alkej-62	110	2	p	p	PROPN
alkej-62	110	3	value	value	NOUN
alkej-62	110	4	implies	imply	VERB
alkej-62	110	5	the	the	DET
alkej-62	110	6	significant	significant	ADJ
alkej-62	110	7	of	of	ADP
alkej-62	110	8	each	each	DET
alkej-62	110	9	factor	factor	NOUN
alkej-62	110	10	and	and	CCONJ
alkej-62	110	11	its	its	PRON
alkej-62	110	12	important	important	ADJ
alkej-62	110	13	on	on	ADP
alkej-62	110	14	prodigiosin	prodigiosin	NOUN
alkej-62	110	15	production	production	NOUN
alkej-62	110	16	.	.	PUNCT
alkej-62	111	1	as	as	SCONJ
alkej-62	111	2	can	can	AUX
alkej-62	111	3	be	be	AUX
alkej-62	111	4	seen	see	VERB
alkej-62	111	5	in	in	ADP
alkej-62	111	6	table	table	NOUN
alkej-62	111	7	(	(	PUNCT
alkej-62	111	8	2	2	NUM
alkej-62	111	9	)	)	PUNCT
alkej-62	111	10	feso4·4h2o	feso4·4h2o	NOUN
alkej-62	111	11	*	*	NUM
alkej-62	111	12	feso4·4h2o	feso4·4h2o	NOUN
alkej-62	111	13	(	(	PUNCT
alkej-62	111	14	b2	b2	NOUN
alkej-62	111	15	)	)	PUNCT
alkej-62	111	16	is	be	AUX
alkej-62	111	17	the	the	DET
alkej-62	111	18	most	most	ADV
alkej-62	111	19	significant	significant	ADJ
alkej-62	111	20	with	with	ADP
alkej-62	111	21	f	f	NOUN
alkej-62	111	22	-	-	PUNCT
alkej-62	111	23	value	value	NOUN
alkej-62	111	24	274.85	274.85	NUM
alkej-62	111	25	and	and	CCONJ
alkej-62	111	26	p<0.0001	p<0.0001	NOUN
alkej-62	111	27	.	.	PUNCT
alkej-62	111	28	table	table	NOUN
alkej-62	111	29	2	2	NUM
alkej-62	111	30	,	,	PUNCT
alkej-62	111	31	analysis	analysis	NOUN
alkej-62	111	32	of	of	ADP
alkej-62	111	33	variance	variance	NOUN
alkej-62	111	34	(	(	PUNCT
alkej-62	111	35	anova	anova	PROPN
alkej-62	111	36	)	)	PUNCT
alkej-62	111	37	for	for	ADP
alkej-62	111	38	the	the	DET
alkej-62	111	39	quadratic	quadratic	ADJ
alkej-62	111	40	modal	modal	NOUN
alkej-62	111	41	of	of	ADP
alkej-62	111	42	prodigiosin	prodigiosin	NOUN
alkej-62	111	43	production	production	NOUN
alkej-62	111	44	obtained	obtain	VERB
alkej-62	111	45	from	from	ADP
alkej-62	111	46	the	the	DET
alkej-62	111	47	experimental	experimental	ADJ
alkej-62	111	48	results	result	NOUN
alkej-62	111	49	source	source	NOUN
alkej-62	111	50	sum	sum	NOUN
alkej-62	111	51	of	of	ADP
alkej-62	111	52	square	square	ADJ
alkej-62	111	53	df	df	PROPN
alkej-62	111	54	mean	mean	PROPN
alkej-62	111	55	square	square	ADJ
alkej-62	111	56	f	f	NOUN
alkej-62	111	57	-	-	PUNCT
alkej-62	111	58	value	value	NOUN
alkej-62	111	59	p	p	NOUN
alkej-62	111	60	value	value	NOUN
alkej-62	111	61	prob	prob	PROPN
alkej-62	111	62	>	>	X
alkej-62	111	63	f	f	PROPN
alkej-62	111	64	model	model	NOUN
alkej-62	112	1	5.2	5.2	NUM
alkej-62	112	2	*	*	SYM
alkej-62	112	3	105	105	NUM
alkej-62	112	4	9	9	NUM
alkej-62	112	5	58607.0	58607.0	NUM
alkej-62	112	6	32.3	32.3	NUM
alkej-62	112	7	0.0001	0.0001	NUM
alkej-62	112	8	*	*	PUNCT
alkej-62	112	9	a	a	DET
alkej-62	112	10	1083.1	1083.1	NUM
alkej-62	112	11	1	1	NUM
alkej-62	112	12	1083.16	1083.16	NUM
alkej-62	112	13	0.6	0.6	NUM
alkej-62	112	14	0.448	0.448	NUM
alkej-62	112	15	*	*	PUNCT
alkej-62	112	16	*	*	PUNCT
alkej-62	112	17	b	b	X
alkej-62	112	18	13272.8	13272.8	NUM
alkej-62	112	19	1	1	NUM
alkej-62	112	20	13272.8	13272.8	NUM
alkej-62	112	21	7.33	7.33	NUM
alkej-62	112	22	0.0140	0.0140	NUM
alkej-62	112	23	*	*	PUNCT
alkej-62	112	24	c	c	NOUN
alkej-62	112	25	8373.56	8373.56	NUM
alkej-62	112	26	1	1	NUM
alkej-62	112	27	8373.56	8373.56	NUM
alkej-62	112	28	4.62	4.62	NUM
alkej-62	112	29	0.0446	0.0446	NUM
alkej-62	112	30	*	*	PUNCT
alkej-62	112	31	d	d	SYM
alkej-62	112	32	13263.6	13263.6	NUM
alkej-62	112	33	1	1	NUM
alkej-62	112	34	13263.6	13263.6	NUM
alkej-62	112	35	7.33	7.33	NUM
alkej-62	112	36	0.0140	0.0140	NUM
alkej-62	112	37	*	*	PUNCT
alkej-62	112	38	ad	ad	NOUN
alkej-62	112	39	28425.9	28425.9	NUM
alkej-62	112	40	1	1	NUM
alkej-62	112	41	28425.96	28425.96	NUM
alkej-62	112	42	15.7	15.7	NUM
alkej-62	112	43	0.0008	0.0008	NUM
alkej-62	112	44	*	*	PUNCT
alkej-62	112	45	a2	a2	PROPN
alkej-62	112	46	32628.7	32628.7	NUM
alkej-62	112	47	1	1	NUM
alkej-62	112	48	32628.7	32628.7	NUM
alkej-62	112	49	18.0	18.0	NUM
alkej-62	112	50	0.0004	0.0004	NUM
alkej-62	112	51	*	*	PUNCT
alkej-62	112	52	b2	b2	NOUN
alkej-62	112	53	4.4	4.4	NUM
alkej-62	112	54	*	*	SYM
alkej-62	112	55	105	105	NUM
alkej-62	112	56	1	1	NUM
alkej-62	112	57	4.48	4.48	NUM
alkej-62	112	58	*	*	SYM
alkej-62	112	59	105	105	NUM
alkej-62	112	60	274	274	NUM
alkej-62	112	61	0.0001	0.0001	NUM
alkej-62	112	62	*	*	PUNCT
alkej-62	112	63	c2	c2	PROPN
alkej-62	112	64	56309.3	56309.3	NUM
alkej-62	112	65	1	1	NUM
alkej-62	112	66	56309.3	56309.3	NUM
alkej-62	112	67	31.1	31.1	NUM
alkej-62	112	68	0.0001	0.0001	NUM
alkej-62	112	69	*	*	PUNCT
alkej-62	112	70	d2	d2	PROPN
alkej-62	112	71	18277.2	18277.2	NUM
alkej-62	112	72	1	1	NUM
alkej-62	112	73	18277.2	18277.2	NUM
alkej-62	112	74	10.0	10.0	NUM
alkej-62	112	75	0.005	0.005	NUM
alkej-62	112	76	*	*	PUNCT
alkej-62	112	77	residual	residual	ADJ
alkej-62	112	78	34400.0	34400.0	NUM
alkej-62	112	79	19	19	NUM
alkej-62	112	80	1810.53	1810.53	NUM
alkej-62	112	81	lack	lack	NOUN
alkej-62	112	82	of	of	ADP
alkej-62	112	83	fit	fit	ADJ
alkej-62	112	84	34242.8	34242.8	NUM
alkej-62	112	85	15	15	NUM
alkej-62	112	86	2282.85	2282.85	NUM
alkej-62	112	87	58.0	58.0	NUM
alkej-62	112	88	pure	pure	ADJ
alkej-62	112	89	error	error	NOUN
alkej-62	112	90	157.2	157.2	NUM
alkej-62	112	91	4	4	NUM
alkej-62	112	92	39.30	39.30	NUM
alkej-62	112	93	0.0007	0.0007	NUM
alkej-62	112	94	*	*	PROPN
alkej-62	112	95	cor	cor	PROPN
alkej-62	112	96	total	total	ADJ
alkej-62	112	97	5.61	5.61	NUM
alkej-62	112	98	*	*	SYM
alkej-62	112	99	105	105	NUM
alkej-62	112	100	28	28	NUM
alkej-62	112	101	r2=0.9388	r2=0.9388	NOUN
alkej-62	112	102	r2adj=0.9098	r2adj=0.9098	ADJ
alkej-62	112	103	r2pred=	r2pred=	PROPN
alkej-62	112	104	0.8208	0.8208	NUM
alkej-62	112	105	adeq	adeq	PROPN
alkej-62	112	106	precision	precision	NOUN
alkej-62	112	107	=	=	NOUN
alkej-62	112	108	16.644	16.644	NUM
alkej-62	112	109	*	*	PUNCT
alkej-62	112	110	significant**in	significant**in	PRON
alkej-62	112	111	significant	significant	ADJ
alkej-62	112	112	response	response	NOUN
alkej-62	112	113	surface	surface	NOUN
alkej-62	112	114	methodology	methodology	NOUN
alkej-62	112	115	provides	provide	VERB
alkej-62	112	116	‘	'	PUNCT
alkej-62	112	117	method	method	NOUN
alkej-62	112	118	of	of	ADP
alkej-62	112	119	visualizing	visualize	VERB
alkej-62	112	120	interaction	interaction	NOUN
alkej-62	112	121	between	between	ADP
alkej-62	112	122	independent	independent	ADJ
alkej-62	112	123	variables	variable	NOUN
alkej-62	112	124	and	and	CCONJ
alkej-62	112	125	response	response	NOUN
alkej-62	112	126	by	by	ADP
alkej-62	112	127	contour	contour	NOUN
alkej-62	112	128	plot	plot	NOUN
alkej-62	113	1	[	[	X
alkej-62	113	2	22	22	NUM
alkej-62	113	3	]	]	PUNCT
alkej-62	113	4	.	.	PUNCT
alkej-62	114	1	the	the	DET
alkej-62	114	2	maximum	maximum	ADJ
alkej-62	114	3	prodigiosin	prodigiosin	NOUN
alkej-62	114	4	(	(	PUNCT
alkej-62	114	5	403.389	403.389	NUM
alkej-62	114	6	mg	mg	PROPN
alkej-62	114	7	/	/	SYM
alkej-62	114	8	l	l	NOUN
alkej-62	114	9	)	)	PUNCT
alkej-62	114	10	dominant	dominant	ADJ
alkej-62	114	11	red	red	ADJ
alkej-62	114	12	region	region	NOUN
alkej-62	114	13	when	when	SCONJ
alkej-62	114	14	concentration	concentration	NOUN
alkej-62	114	15	of	of	ADP
alkej-62	114	16	cacl2.2h2o	cacl2.2h2o	NOUN
alkej-62	114	17	was	be	AUX
alkej-62	114	18	9.19	9.19	NUM
alkej-62	114	19	g	g	NOUN
alkej-62	114	20	/	/	SYM
alkej-62	114	21	l	l	NOUN
alkej-62	114	22	and	and	CCONJ
alkej-62	114	23	mnso4.4h2o	mnso4.4h2o	NOUN
alkej-62	114	24	was	be	AUX
alkej-62	114	25	2.45	2.45	NUM
alkej-62	114	26	g	g	NOUN
alkej-62	114	27	/	/	SYM
alkej-62	114	28	l.	l.	NOUN
alkej-62	114	29	the	the	DET
alkej-62	114	30	minimum	minimum	ADJ
alkej-62	114	31	prodigiosin	prodigiosin	NOUN
alkej-62	114	32	production	production	NOUN
alkej-62	114	33	(	(	PUNCT
alkej-62	114	34	175.55mg	175.55mg	NUM
alkej-62	114	35	/	/	SYM
alkej-62	114	36	l	l	NOUN
alkej-62	114	37	)	)	PUNCT
alkej-62	114	38	which	which	PRON
alkej-62	114	39	dominant	dominant	ADJ
alkej-62	114	40	green	green	ADJ
alkej-62	114	41	region	region	NOUN
alkej-62	114	42	when	when	SCONJ
alkej-62	114	43	concentration	concentration	NOUN
alkej-62	114	44	of	of	ADP
alkej-62	114	45	mnso4.4h2o	mnso4.4h2o	NOUN
alkej-62	114	46	and	and	CCONJ
alkej-62	114	47	cacl2.2h2o	cacl2.2h2o	NOUN
alkej-62	114	48	were	be	AUX
alkej-62	114	49	1.03	1.03	NUM
alkej-62	114	50	and	and	CCONJ
alkej-62	114	51	of	of	ADP
alkej-62	114	52	9.9	9.9	NUM
alkej-62	114	53	g	g	NOUN
alkej-62	114	54	/	/	SYM
alkej-62	114	55	l	l	NOUN
alkej-62	114	56	respectively	respectively	ADV
alkej-62	114	57	as	as	SCONJ
alkej-62	114	58	explain	explain	VERB
alkej-62	114	59	’	'	PUNCT
alkej-62	114	60	in	in	ADP
alkej-62	114	61	figure	figure	NOUN
alkej-62	114	62	(	(	PUNCT
alkej-62	114	63	6	6	NUM
alkej-62	114	64	)	)	PUNCT
alkej-62	114	65	.	.	PUNCT
alkej-62	115	1	fig	fig	NOUN
alkej-62	115	2	.	.	PUNCT
alkej-62	116	1	6	6	NUM
alkej-62	116	2	.	.	X
alkej-62	116	3	effect	effect	NOUN
alkej-62	116	4	of	of	ADP
alkej-62	116	5	interaction	interaction	NOUN
alkej-62	116	6	factors	factor	NOUN
alkej-62	116	7	cacl2	cacl2	NOUN
alkej-62	116	8	and	and	CCONJ
alkej-62	116	9	mnso4	mnso4	NOUN
alkej-62	116	10	in	in	ADP
alkej-62	116	11	medium	medium	ADJ
alkej-62	116	12	composition	composition	NOUN
alkej-62	116	13	for	for	ADP
alkej-62	116	14	prodigiosin	prodigiosin	NOUN
alkej-62	116	15	production	production	NOUN
alkej-62	116	16	.	.	PUNCT
alkej-62	117	1	sura	sura	PROPN
alkej-62	117	2	jasem	jasem	PROPN
alkej-62	117	3	mohammed	mohammed	PROPN
alkej-62	117	4	al	al	PROPN
alkej-62	117	5	-	-	PUNCT
alkej-62	117	6	khwarizmi	khwarizmi	PROPN
alkej-62	117	7	engineering	engineering	NOUN
alkej-62	117	8	journal	journal	PROPN
alkej-62	117	9	,	,	PUNCT
alkej-62	117	10	vol	vol	NOUN
alkej-62	117	11	.	.	PROPN
alkej-62	117	12	14	14	NUM
alkej-62	117	13	,	,	PUNCT
alkej-62	117	14	no	no	INTJ
alkej-62	117	15	.	.	NOUN
alkej-62	117	16	4	4	NUM
alkej-62	117	17	,	,	PUNCT
alkej-62	117	18	p.p	p.p	PROPN
alkej-62	117	19	.	.	NOUN
alkej-62	117	20	92102	92102	NUM
alkej-62	117	21	(	(	PUNCT
alkej-62	117	22	2018	2018	NUM
alkej-62	117	23	)	)	PUNCT
alkej-62	117	24	98	98	NUM
alkej-62	117	25	3.3	3.3	NUM
alkej-62	117	26	validation	validation	NOUN
alkej-62	117	27	of	of	ADP
alkej-62	117	28	optimum	optimum	ADJ
alkej-62	117	29	condition	condition	NOUN
alkej-62	117	30	based	base	VERB
alkej-62	117	31	on	on	ADP
alkej-62	117	32	the	the	DET
alkej-62	117	33	enhanced	enhanced	ADJ
alkej-62	117	34	regression	regression	NOUN
alkej-62	117	35	model	model	NOUN
alkej-62	117	36	,	,	PUNCT
alkej-62	117	37	optimization	optimization	NOUN
alkej-62	117	38	plot	plot	NOUN
alkej-62	117	39	can	can	AUX
alkej-62	117	40	be	be	AUX
alkej-62	117	41	generated	generate	VERB
alkej-62	117	42	using	use	VERB
alkej-62	117	43	the	the	DET
alkej-62	117	44	design	design	NOUN
alkej-62	117	45	expert	expert	NOUN
alkej-62	117	46	7	7	NUM
alkej-62	117	47	software	software	NOUN
alkej-62	117	48	in	in	ADP
alkej-62	117	49	order	order	NOUN
alkej-62	117	50	to	to	PART
alkej-62	117	51	determine	determine	VERB
alkej-62	117	52	the	the	DET
alkej-62	117	53	optimum	optimum	ADJ
alkej-62	117	54	trace	trace	NOUN
alkej-62	117	55	element	element	NOUN
alkej-62	117	56	in	in	ADP
alkej-62	117	57	the	the	DET
alkej-62	117	58	medium	medium	ADJ
alkej-62	117	59	composition	composition	NOUN
alkej-62	117	60	for	for	ADP
alkej-62	117	61	prodigiosin	prodigiosin	NOUN
alkej-62	117	62	production	production	NOUN
alkej-62	117	63	.	.	PUNCT
alkej-62	118	1	‘	'	PUNCT
alkej-62	118	2	the	the	DET
alkej-62	118	3	optimum	optimum	ADJ
alkej-62	118	4	concentrations	concentration	NOUN
alkej-62	118	5	of	of	ADP
alkej-62	118	6	cacl2	cacl2	NOUN
alkej-62	118	7	.2h2o	.2h2o	NOUN
alkej-62	118	8	,	,	PUNCT
alkej-62	118	9	feso4.4h2o	feso4.4h2o	NOUN
alkej-62	118	10	,	,	PUNCT
alkej-62	118	11	mgso4.7h2o	mgso4.7h2o	NOUN
alkej-62	118	12	and	and	CCONJ
alkej-62	118	13	mnso4.4h2o	mnso4.4h2o	VERB
alkej-62	118	14	using	use	VERB
alkej-62	118	15	statistical	statistical	ADJ
alkej-62	118	16	media	medium	NOUN
alkej-62	118	17	optimization	optimization	NOUN
alkej-62	118	18	are	be	AUX
alkej-62	118	19	9.22	9.22	NUM
alkej-62	118	20	,	,	PUNCT
alkej-62	118	21	0.32	0.32	NUM
alkej-62	118	22	,	,	PUNCT
alkej-62	118	23	0.67	0.67	NUM
alkej-62	118	24	and	and	CCONJ
alkej-62	118	25	2.48	2.48	NUM
alkej-62	118	26	g	g	NOUN
alkej-62	118	27	/	/	SYM
alkej-62	118	28	l	l	NOUN
alkej-62	118	29	respectively	respectively	ADV
alkej-62	118	30	’	'	PUNCT
alkej-62	118	31	.	.	PUNCT
alkej-62	119	1	the	the	DET
alkej-62	119	2	ramps	ramp	NOUN
alkej-62	119	3	chart	chart	NOUN
alkej-62	119	4	for	for	ADP
alkej-62	119	5	statistical	statistical	ADJ
alkej-62	119	6	optimization	optimization	NOUN
alkej-62	119	7	is	be	AUX
alkej-62	119	8	explained	explain	VERB
alkej-62	119	9	by	by	ADP
alkej-62	119	10	figure	figure	NOUN
alkej-62	119	11	(	(	PUNCT
alkej-62	119	12	7	7	NUM
alkej-62	119	13	)	)	PUNCT
alkej-62	119	14	.	.	PUNCT
alkej-62	120	1	fig	fig	NOUN
alkej-62	120	2	.	.	PUNCT
alkej-62	121	1	7	7	X
alkej-62	121	2	.	.	X
alkej-62	121	3	ramp	ramp	NOUN
alkej-62	121	4	chart	chart	NOUN
alkej-62	121	5	for	for	ADP
alkej-62	121	6	numerical	numerical	ADJ
alkej-62	121	7	optimization	optimization	NOUN
alkej-62	121	8	condition	condition	NOUN
alkej-62	121	9	of	of	ADP
alkej-62	121	10	prodigiosin	prodigiosin	NOUN
alkej-62	121	11	based	base	VERB
alkej-62	121	12	on	on	ADP
alkej-62	121	13	box	box	NOUN
alkej-62	121	14	–	–	PUNCT
alkej-62	121	15	behnken	behnken	ADJ
alkej-62	121	16	design	design	NOUN
alkej-62	121	17	matrix	matrix	NOUN
alkej-62	121	18	‘	'	PUNCT
alkej-62	121	19	in	in	ADP
alkej-62	121	20	order	order	NOUN
alkej-62	121	21	to	to	PART
alkej-62	121	22	verify	verify	VERB
alkej-62	121	23	the	the	DET
alkej-62	121	24	optimization	optimization	NOUN
alkej-62	121	25	result	result	NOUN
alkej-62	121	26	and	and	CCONJ
alkej-62	121	27	determine	determine	VERB
alkej-62	121	28	accuracy	accuracy	NOUN
alkej-62	121	29	of	of	ADP
alkej-62	121	30	model	model	NOUN
alkej-62	121	31	,	,	PUNCT
alkej-62	121	32	an	an	DET
alkej-62	121	33	experiment	experiment	NOUN
alkej-62	121	34	was	be	AUX
alkej-62	121	35	conducted	conduct	VERB
alkej-62	121	36	in	in	ADP
alkej-62	121	37	duplicate	duplicate	NOUN
alkej-62	121	38	with	with	ADP
alkej-62	121	39	optimized	optimize	VERB
alkej-62	121	40	media	medium	NOUN
alkej-62	121	41	contain	contain	VERB
alkej-62	121	42	9	9	NUM
alkej-62	121	43	g	g	NOUN
alkej-62	121	44	/	/	SYM
alkej-62	121	45	l	l	NOUN
alkej-62	121	46	sucrose	sucrose	NOUN
alkej-62	121	47	,	,	PUNCT
alkej-62	121	48	6	6	NUM
alkej-62	121	49	g	g	NOUN
alkej-62	121	50	/	/	SYM
alkej-62	121	51	l	l	NOUN
alkej-62	121	52	peptone	peptone	NOUN
alkej-62	121	53	and	and	CCONJ
alkej-62	121	54	the	the	DET
alkej-62	121	55	optimum	optimum	ADJ
alkej-62	121	56	concentrations	concentration	NOUN
alkej-62	121	57	of	of	ADP
alkej-62	121	58	cacl2	cacl2	NOUN
alkej-62	121	59	.2h2o	.2h2o	NOUN
alkej-62	121	60	,	,	PUNCT
alkej-62	121	61	feso4.4h2o	feso4.4h2o	NOUN
alkej-62	121	62	,	,	PUNCT
alkej-62	121	63	mgso4.7h2o	mgso4.7h2o	NOUN
alkej-62	121	64	and	and	CCONJ
alkej-62	121	65	mnso4.4h2o	mnso4.4h2o	NOUN
alkej-62	121	66	as	as	SCONJ
alkej-62	121	67	shown	show	VERB
alkej-62	121	68	in	in	ADP
alkej-62	121	69	figure	figure	NOUN
alkej-62	121	70	(	(	PUNCT
alkej-62	121	71	7	7	NUM
alkej-62	121	72	)	)	PUNCT
alkej-62	121	73	with	with	ADP
alkej-62	121	74	ph	ph	ADJ
alkej-62	121	75	value	value	NOUN
alkej-62	121	76	6	6	NUM
alkej-62	121	77	and	and	CCONJ
alkej-62	121	78	inoculum	inoculum	NOUN
alkej-62	121	79	size	size	NOUN
alkej-62	121	80	2	2	NUM
alkej-62	121	81	%	%	NOUN
alkej-62	121	82	.	.	PUNCT
alkej-62	122	1	the	the	DET
alkej-62	122	2	results	result	NOUN
alkej-62	122	3	showed	show	VERB
alkej-62	122	4	that	that	SCONJ
alkej-62	122	5	response	response	NOUN
alkej-62	122	6	of	of	ADP
alkej-62	122	7	prodigiosin	prodigiosin	ADJ
alkej-62	122	8	yield	yield	NOUN
alkej-62	122	9	of	of	ADP
alkej-62	122	10	s.	s.	PROPN
alkej-62	122	11	marcescens	marcescens	PROPN
alkej-62	122	12	was	be	AUX
alkej-62	122	13	375	375	NUM
alkej-62	122	14	�	�	NOUN
alkej-62	122	15	12	12	NUM
alkej-62	122	16	mg	mg	PROPN
alkej-62	122	17	/	/	SYM
alkej-62	122	18	l	l	NOUN
alkej-62	122	19	which	which	PRON
alkej-62	122	20	is	be	AUX
alkej-62	122	21	nearly	nearly	ADV
alkej-62	122	22	approximate	approximate	ADJ
alkej-62	122	23	to	to	ADP
alkej-62	122	24	the	the	DET
alkej-62	122	25	predicted	predict	VERB
alkej-62	122	26	value	value	NOUN
alkej-62	122	27	’	'	PUNCT
alkej-62	122	28	.	.	PUNCT
alkej-62	123	1	3.4	3.4	NUM
alkej-62	123	2	growth	growth	NOUN
alkej-62	123	3	kinetic	kinetic	NOUN
alkej-62	123	4	study	study	NOUN
alkej-62	123	5	of	of	ADP
alkej-62	123	6	s.	s.	PROPN
alkej-62	123	7	marcescens	marcescens	PROPN
alkej-62	123	8	in	in	ADP
alkej-62	123	9	shake	shake	NOUN
alkej-62	123	10	flask	flask	PROPN
alkej-62	123	11	s.	s.	PROPN
alkej-62	123	12	marcescens	marcescens	PROPN
alkej-62	123	13	‘	'	PUNCT
alkej-62	123	14	produce	produce	VERB
alkej-62	123	15	only	only	ADV
alkej-62	123	16	low	low	ADJ
alkej-62	123	17	quantities	quantity	NOUN
alkej-62	123	18	of	of	ADP
alkej-62	123	19	prodigiosin	prodigiosin	NOUN
alkej-62	123	20	in	in	ADP
alkej-62	123	21	un	un	ADJ
alkej-62	123	22	-	-	ADJ
alkej-62	123	23	optimized	optimize	VERB
alkej-62	123	24	medium	medium	NOUN
alkej-62	123	25	.	.	PUNCT
alkej-62	124	1	the	the	DET
alkej-62	124	2	onset	onset	ADJ
alkej-62	124	3	production	production	NOUN
alkej-62	124	4	of	of	ADP
alkej-62	124	5	prodigiosin	prodigiosin	NOUN
alkej-62	124	6	occurred	occur	VERB
alkej-62	124	7	after	after	ADP
alkej-62	124	8	6	6	NUM
alkej-62	124	9	hrs	hrs	NOUN
alkej-62	124	10	of	of	ADP
alkej-62	124	11	inoculation	inoculation	NOUN
alkej-62	124	12	and	and	CCONJ
alkej-62	124	13	reached	reach	VERB
alkej-62	124	14	its	its	PRON
alkej-62	124	15	maximum	maximum	NOUN
alkej-62	124	16	after	after	ADP
alkej-62	124	17	42hr	42hr	NOUN
alkej-62	124	18	to	to	ADP
alkej-62	124	19	10.95	10.95	NUM
alkej-62	124	20	mg	mg	PROPN
alkej-62	124	21	/	/	SYM
alkej-62	124	22	l.	l.	PROPN
alkej-62	124	23	the	the	DET
alkej-62	124	24	maximum	maximum	ADJ
alkej-62	124	25	biomass	biomass	NOUN
alkej-62	124	26	concentration	concentration	NOUN
alkej-62	124	27	of	of	ADP
alkej-62	124	28	22.4	22.4	NUM
alkej-62	124	29	mg/5ml	mg/5ml	NUM
alkej-62	124	30	was	be	AUX
alkej-62	124	31	observed	observe	VERB
alkej-62	124	32	after	after	ADP
alkej-62	124	33	33hr	33hr	NOUN
alkej-62	124	34	in	in	ADP
alkej-62	124	35	which	which	PRON
alkej-62	124	36	starch	starch	NOUN
alkej-62	124	37	concentration	concentration	NOUN
alkej-62	124	38	was	be	AUX
alkej-62	124	39	dropped	drop	VERB
alkej-62	124	40	from	from	ADP
alkej-62	124	41	9.5	9.5	NUM
alkej-62	124	42	g	g	NOUN
alkej-62	124	43	/	/	SYM
alkej-62	124	44	l	l	NOUN
alkej-62	124	45	to	to	ADP
alkej-62	124	46	3.9	3.9	NUM
alkej-62	124	47	g	g	NOUN
alkej-62	124	48	/	/	SYM
alkej-62	124	49	l	l	NOUN
alkej-62	124	50	figure	figure	NOUN
alkej-62	124	51	(	(	PUNCT
alkej-62	124	52	8)	8)	NUM
alkej-62	124	53	.	.	PUNCT
alkej-62	125	1	on	on	ADP
alkej-62	125	2	the	the	DET
alkej-62	125	3	other	other	ADJ
alkej-62	125	4	hand	hand	NOUN
alkej-62	125	5	,	,	PUNCT
alkej-62	125	6	optimized	optimize	VERB
alkej-62	125	7	medium	medium	NOUN
alkej-62	125	8	stimulated	stimulate	VERB
alkej-62	125	9	production	production	NOUN
alkej-62	125	10	of	of	ADP
alkej-62	125	11	prodigiosin	prodigiosin	NOUN
alkej-62	125	12	by	by	ADP
alkej-62	125	13	s.	s.	PROPN
alkej-62	125	14	marcescens	marcescens	PROPN
alkej-62	125	15	.	.	PUNCT
alkej-62	126	1	as	as	SCONJ
alkej-62	126	2	explained	explain	VERB
alkej-62	126	3	in	in	ADP
alkej-62	126	4	figure	figure	NOUN
alkej-62	126	5	(	(	PUNCT
alkej-62	126	6	9	9	NUM
alkej-62	126	7	)	)	PUNCT
alkej-62	126	8	,	,	PUNCT
alkej-62	126	9	production	production	NOUN
alkej-62	126	10	of	of	ADP
alkej-62	126	11	prodigiosin	prodigiosin	NOUN
alkej-62	126	12	started	start	VERB
alkej-62	126	13	after	after	ADP
alkej-62	126	14	3hrs	3hrs	NUM
alkej-62	126	15	after	after	ADP
alkej-62	126	16	inoculation	inoculation	NOUN
alkej-62	126	17	and	and	CCONJ
alkej-62	126	18	reached	reach	VERB
alkej-62	126	19	its	its	PRON
alkej-62	126	20	maximum	maximum	NOUN
alkej-62	126	21	of	of	ADP
alkej-62	126	22	365.71	365.71	NUM
alkej-62	126	23	mg	mg	NUM
alkej-62	126	24	/	/	SYM
alkej-62	126	25	l	l	NOUN
alkej-62	126	26	at	at	ADP
alkej-62	126	27	54	54	NUM
alkej-62	126	28	hr	hr	NOUN
alkej-62	126	29	of	of	ADP
alkej-62	126	30	incubation	incubation	NOUN
alkej-62	126	31	’	'	PUNCT
alkej-62	126	32	.	.	PUNCT
alkej-62	127	1	furthermore	furthermore	ADV
alkej-62	127	2	,	,	PUNCT
alkej-62	127	3	maximum	maximum	ADJ
alkej-62	127	4	biomass	biomass	NOUN
alkej-62	127	5	obtained	obtain	VERB
alkej-62	127	6	was	be	AUX
alkej-62	127	7	9.4mg	9.4mg	NUM
alkej-62	127	8	/	/	SYM
alkej-62	127	9	ml	ml	NOUN
alkej-62	127	10	and	and	CCONJ
alkej-62	127	11	sucrose	sucrose	VERB
alkej-62	127	12	concentration	concentration	NOUN
alkej-62	127	13	dropped	drop	VERB
alkej-62	127	14	from	from	ADP
alkej-62	127	15	4.61	4.61	NUM
alkej-62	127	16	g	g	NOUN
alkej-62	127	17	/	/	SYM
alkej-62	127	18	l	l	NOUN
alkej-62	127	19	to	to	ADP
alkej-62	127	20	0.019	0.019	NUM
alkej-62	127	21	g	g	NOUN
alkej-62	127	22	/	/	SYM
alkej-62	127	23	l	l	NOUN
alkej-62	127	24	during	during	ADP
alkej-62	127	25	63	63	NUM
alkej-62	127	26	hr	hr	NOUN
alkej-62	127	27	.	.	PUNCT
alkej-62	128	1	fig	fig	NOUN
alkej-62	128	2	.	.	PUNCT
alkej-62	129	1	8	8	NUM
alkej-62	129	2	.	.	NOUN
alkej-62	129	3	time	time	NOUN
alkej-62	129	4	course	course	NOUN
alkej-62	129	5	of	of	ADP
alkej-62	129	6	cell	cell	NOUN
alkej-62	129	7	growth	growth	NOUN
alkej-62	129	8	(	(	PUNCT
alkej-62	129	9	■	■	NOUN
alkej-62	129	10	)	)	PUNCT
alkej-62	129	11	,	,	PUNCT
alkej-62	129	12	substrate	substrate	NOUN
alkej-62	129	13	consumption	consumption	NOUN
alkej-62	129	14	(	(	PUNCT
alkej-62	129	15	■	■	NOUN
alkej-62	129	16	)	)	PUNCT
alkej-62	129	17	and	and	CCONJ
alkej-62	129	18	prodigiosin	prodigiosin	NOUN
alkej-62	129	19	production	production	NOUN
alkej-62	129	20	(	(	PUNCT
alkej-62	129	21	■	■	NOUN
alkej-62	129	22	)	)	PUNCT
alkej-62	129	23	by	by	ADP
alkej-62	129	24	s.	s.	PROPN
alkej-62	129	25	marcescens	marcescens	PROPN
alkej-62	129	26	in	in	ADP
alkej-62	129	27	un	un	ADJ
alkej-62	129	28	-	-	ADJ
alkej-62	129	29	optimized	optimize	VERB
alkej-62	129	30	medium	medium	NOUN
alkej-62	129	31	in	in	ADP
alkej-62	129	32	shaker	shaker	NOUN
alkej-62	129	33	incubator	incubator	NOUN
alkej-62	129	34	at	at	ADP
alkej-62	129	35	200	200	NUM
alkej-62	129	36	rpm	rpm	NOUN
alkej-62	129	37	and	and	CCONJ
alkej-62	129	38	30	30	NUM
alkej-62	129	39	°	°	NOUN
alkej-62	129	40	c	c	NOUN
alkej-62	129	41	.	.	PUNCT
alkej-62	130	1	sura	sura	PROPN
alkej-62	130	2	jasem	jasem	PROPN
alkej-62	130	3	mohammed	mohammed	PROPN
alkej-62	130	4	al	al	PROPN
alkej-62	130	5	-	-	PUNCT
alkej-62	130	6	khwarizmi	khwarizmi	PROPN
alkej-62	130	7	engineering	engineering	NOUN
alkej-62	130	8	journal	journal	PROPN
alkej-62	130	9	,	,	PUNCT
alkej-62	130	10	vol	vol	NOUN
alkej-62	130	11	.	.	PROPN
alkej-62	130	12	14	14	NUM
alkej-62	130	13	,	,	PUNCT
alkej-62	130	14	no	no	INTJ
alkej-62	130	15	.	.	NOUN
alkej-62	130	16	4	4	NUM
alkej-62	130	17	,	,	PUNCT
alkej-62	130	18	p.p	p.p	PROPN
alkej-62	130	19	.	.	NOUN
alkej-62	130	20	92102	92102	NUM
alkej-62	130	21	(	(	PUNCT
alkej-62	130	22	2018	2018	NUM
alkej-62	130	23	)	)	PUNCT
alkej-62	130	24	99	99	NUM
alkej-62	130	25	fig	fig	NOUN
alkej-62	130	26	.	.	PUNCT
alkej-62	131	1	9	9	NUM
alkej-62	131	2	.	.	NOUN
alkej-62	131	3	time	time	NOUN
alkej-62	131	4	course	course	NOUN
alkej-62	131	5	of	of	ADP
alkej-62	131	6	cell	cell	NOUN
alkej-62	131	7	growth	growth	NOUN
alkej-62	131	8	(	(	PUNCT
alkej-62	131	9	■	■	NOUN
alkej-62	131	10	)	)	PUNCT
alkej-62	131	11	,	,	PUNCT
alkej-62	131	12	substrate	substrate	NOUN
alkej-62	131	13	consumption	consumption	NOUN
alkej-62	131	14	(	(	PUNCT
alkej-62	131	15	■	■	NOUN
alkej-62	131	16	)	)	PUNCT
alkej-62	131	17	and	and	CCONJ
alkej-62	131	18	prodigiosin	prodigiosin	NOUN
alkej-62	131	19	production	production	NOUN
alkej-62	131	20	(	(	PUNCT
alkej-62	131	21	■	■	NOUN
alkej-62	131	22	)	)	PUNCT
alkej-62	131	23	by	by	ADP
alkej-62	131	24	s.	s.	PROPN
alkej-62	131	25	marcescens	marcescens	PROPN
alkej-62	131	26	in	in	ADP
alkej-62	131	27	optimized	optimize	VERB
alkej-62	131	28	medium	medium	NOUN
alkej-62	131	29	in	in	ADP
alkej-62	131	30	shaker	shaker	NOUN
alkej-62	131	31	incubator	incubator	NOUN
alkej-62	131	32	at	at	ADP
alkej-62	131	33	200	200	NUM
alkej-62	131	34	rpm	rpm	NOUN
alkej-62	131	35	and	and	CCONJ
alkej-62	131	36	30	30	NUM
alkej-62	131	37	°	°	NOUN
alkej-62	131	38	c	c	NOUN
alkej-62	131	39	.	.	PUNCT
alkej-62	131	40	3.5	3.5	NUM
alkej-62	131	41	kinetic	kinetic	ADJ
alkej-62	131	42	and	and	CCONJ
alkej-62	131	43	stoichiometric	stoichiometric	NOUN
alkej-62	131	44	parameters	parameter	NOUN
alkej-62	131	45	the	the	DET
alkej-62	131	46	kinetic	kinetic	ADJ
alkej-62	131	47	and	and	CCONJ
alkej-62	131	48	stoichiometric	stoichiometric	ADJ
alkej-62	131	49	parameters	parameter	NOUN
alkej-62	131	50	associated	associate	VERB
alkej-62	131	51	to	to	PART
alkej-62	131	52	prodigiosin	prodigiosin	VERB
alkej-62	131	53	production	production	NOUN
alkej-62	131	54	,	,	PUNCT
alkej-62	131	55	growth	growth	NOUN
alkej-62	131	56	of	of	ADP
alkej-62	131	57	s.	s.	PROPN
alkej-62	131	58	marcescensand	marcescensand	PROPN
alkej-62	131	59	substrate	substrate	NOUN
alkej-62	131	60	consumption	consumption	NOUN
alkej-62	131	61	in	in	ADP
alkej-62	131	62	both	both	PRON
alkej-62	131	63	statistically	statistically	ADV
alkej-62	131	64	optimized	optimize	VERB
alkej-62	131	65	and	and	CCONJ
alkej-62	131	66	un	un	PROPN
alkej-62	131	67	optimized	optimize	VERB
alkej-62	131	68	medium	medium	NOUN
alkej-62	131	69	in	in	ADP
alkej-62	131	70	shake	shake	NOUN
alkej-62	131	71	flasks	flask	NOUN
alkej-62	131	72	are	be	AUX
alkej-62	131	73	presented	present	VERB
alkej-62	131	74	.	.	PUNCT
alkej-62	132	1	the	the	DET
alkej-62	132	2	stoichiometric	stoichiometric	NOUN
alkej-62	132	3	and	and	CCONJ
alkej-62	132	4	kinetics	kinetic	NOUN
alkej-62	132	5	parameters	parameter	NOUN
alkej-62	132	6	were	be	AUX
alkej-62	132	7	evaluated	evaluate	VERB
alkej-62	132	8	according	accord	VERB
alkej-62	132	9	[	[	X
alkej-62	132	10	23].table	23].table	PROPN
alkej-62	132	11	3	3	NUM
alkej-62	132	12	presented	present	VERB
alkej-62	132	13	a	a	DET
alkej-62	132	14	comparison	comparison	NOUN
alkej-62	132	15	between	between	ADP
alkej-62	132	16	these	these	DET
alkej-62	132	17	parameters	parameter	NOUN
alkej-62	132	18	which	which	PRON
alkej-62	132	19	showed	show	VERB
alkej-62	132	20	that	that	SCONJ
alkej-62	132	21	the	the	DET
alkej-62	132	22	maximum	maximum	ADJ
alkej-62	132	23	biomass	biomass	NOUN
alkej-62	132	24	and	and	CCONJ
alkej-62	132	25	prodigiosin	prodigiosin	NOUN
alkej-62	132	26	production	production	NOUN
alkej-62	132	27	was	be	AUX
alkej-62	132	28	obtained	obtain	VERB
alkej-62	132	29	in	in	ADP
alkej-62	132	30	shake	shake	NOUN
alkej-62	132	31	flask	flask	NOUN
alkej-62	132	32	experiment	experiment	NOUN
alkej-62	132	33	using	use	VERB
alkej-62	132	34	the	the	DET
alkej-62	132	35	optimized	optimize	VERB
alkej-62	132	36	medium	medium	NOUN
alkej-62	132	37	.	.	PUNCT
alkej-62	133	1	it	it	PRON
alkej-62	133	2	was	be	AUX
alkej-62	133	3	found	find	VERB
alkej-62	133	4	that	that	SCONJ
alkej-62	133	5	,	,	PUNCT
alkej-62	133	6	the	the	DET
alkej-62	133	7	most	most	ADV
alkej-62	133	8	notable	notable	ADJ
alkej-62	133	9	different	different	ADJ
alkej-62	133	10	in	in	ADP
alkej-62	133	11	prodigiosin	prodigiosin	ADJ
alkej-62	133	12	yield	yield	NOUN
alkej-62	133	13	was	be	AUX
alkej-62	133	14	in	in	ADP
alkej-62	133	15	relation	relation	NOUN
alkej-62	133	16	to	to	PART
alkej-62	133	17	substrate	substrate	VERB
alkej-62	133	18	consumption	consumption	NOUN
alkej-62	133	19	.	.	PUNCT
alkej-62	134	1	table	table	NOUN
alkej-62	134	2	3	3	NUM
alkej-62	134	3	,	,	PUNCT
alkej-62	134	4	stoichiometric	stoichiometric	ADJ
alkej-62	134	5	and	and	CCONJ
alkej-62	134	6	kinetic	kinetic	ADJ
alkej-62	134	7	parameters	parameter	NOUN
alkej-62	134	8	associated	associate	VERB
alkej-62	134	9	with	with	ADP
alkej-62	134	10	prodigiosin	prodigiosin	NOUN
alkej-62	134	11	and	and	CCONJ
alkej-62	134	12	s.	s.	PROPN
alkej-62	134	13	marcescensgrowth	marcescensgrowth	PROPN
alkej-62	134	14	calculated	calculate	VERB
alkej-62	134	15	from	from	ADP
alkej-62	134	16	experimental	experimental	ADJ
alkej-62	134	17	result	result	NOUN
alkej-62	134	18	of	of	ADP
alkej-62	134	19	shaking	shake	VERB
alkej-62	134	20	flask	flask	NOUN
alkej-62	134	21	.	.	PUNCT
alkej-62	135	1	stoichiometric	stoichiometric	NOUN
alkej-62	135	2	and	and	CCONJ
alkej-62	135	3	kinetic	kinetic	ADJ
alkej-62	135	4	parameters	parameter	NOUN
alkej-62	135	5	shaking	shake	VERB
alkej-62	135	6	flask	flask	NOUN
alkej-62	135	7	optimized	optimize	VERB
alkej-62	135	8	medium	medium	ADJ
alkej-62	135	9	un	un	ADJ
alkej-62	135	10	-	-	ADJ
alkej-62	135	11	optimized	optimize	VERB
alkej-62	135	12	medium	medium	NOUN
alkej-62	135	13	xmax	xmax	NOUN
alkej-62	135	14	(	(	PUNCT
alkej-62	135	15	mg	mg	PROPN
alkej-62	135	16	/	/	SYM
alkej-62	135	17	ml	ml	NOUN
alkej-62	135	18	)	)	PUNCT
alkej-62	135	19	9.4	9.4	NUM
alkej-62	135	20	4.48	4.48	NUM
alkej-62	135	21	pmax	pmax	NOUN
alkej-62	135	22	(	(	PUNCT
alkej-62	135	23	mg	mg	PROPN
alkej-62	135	24	/	/	SYM
alkej-62	135	25	l	l	NOUN
alkej-62	135	26	)	)	PUNCT
alkej-62	135	27	365.7	365.7	NUM
alkej-62	135	28	10.95	10.95	NUM
alkej-62	135	29	(	(	PUNCT
alkej-62	135	30	%	%	NOUN
alkej-62	135	31	)	)	PUNCT
alkej-62	135	32	s∆	s∆	PROPN
alkej-62	135	33	0.9957	0.9957	NUM
alkej-62	135	34	0.5826	0.5826	NUM
alkej-62	135	35	µmax	µmax	ADJ
alkej-62	135	36	h-1	h-1	NOUN
alkej-62	135	37	0.0733	0.0733	NUM
alkej-62	135	38	0.0693	0.0693	NUM
alkej-62	135	39	yx	yx	NOUN
alkej-62	135	40	/	/	SYM
alkej-62	135	41	sg	sg	PROPN
alkej-62	135	42	/	/	SYM
alkej-62	135	43	g	g	PROPN
alkej-62	135	44	1.72	1.72	NUM
alkej-62	135	45	0.594	0.594	NUM
alkej-62	135	46	yp	yp	PROPN
alkej-62	135	47	/	/	SYM
alkej-62	135	48	s	s	PART
alkej-62	135	49	mg	mg	PROPN
alkej-62	135	50	/	/	SYM
alkej-62	135	51	g	g	NOUN
alkej-62	135	52	79.629	79.629	NUM
alkej-62	135	53	2.0909	2.0909	NUM
alkej-62	135	54	yp	yp	PROPN
alkej-62	135	55	/	/	SYM
alkej-62	135	56	x	x	PROPN
alkej-62	135	57	mg	mg	PROPN
alkej-62	135	58	/	/	SYM
alkej-62	135	59	g	g	PROPN
alkej-62	135	60	46.29	46.29	NUM
alkej-62	135	61	3.97	3.97	NUM
alkej-62	135	62	pp	pp	NOUN
alkej-62	135	63	(	(	PUNCT
alkej-62	135	64	mg	mg	PROPN
alkej-62	135	65	/	/	SYM
alkej-62	135	66	l.	l.	PROPN
alkej-62	135	67	h	h	PROPN
alkej-62	135	68	)	)	PUNCT
alkej-62	135	69	6.772	6.772	NUM
alkej-62	135	70	0.2609	0.2609	NUM
alkej-62	135	71	qp(mgprod	qp(mgprod	PROPN
alkej-62	135	72	/	/	SYM
alkej-62	135	73	gcell.h	gcell.h	PROPN
alkej-62	135	74	)	)	PUNCT
alkej-62	135	75	0.720	0.720	NUM
alkej-62	135	76	0.058	0.058	NUM
alkej-62	135	77	µ	µ	DET
alkej-62	135	78	h-1	h-1	NOUN
alkej-62	135	79	0.333	0.333	NUM
alkej-62	135	80	0.1666	0.1666	NUM
alkej-62	135	81	td	td	NOUN
alkej-62	135	82	h	h	NOUN
alkej-62	135	83	9.44	9.44	NUM
alkej-62	135	84	9.99034	9.99034	NUM
alkej-62	135	85	ks	ks	NOUN
alkej-62	135	86	g	g	NOUN
alkej-62	135	87	/	/	SYM
alkej-62	135	88	l	l	NOUN
alkej-62	135	89	0.0196	0.0196	NUM
alkej-62	135	90	4.2784	4.2784	NUM
alkej-62	135	91	4	4	NUM
alkej-62	135	92	.	.	PUNCT
alkej-62	135	93	conclusion	conclusion	NOUN
alkej-62	135	94	prodigiosin	prodigiosin	NOUN
alkej-62	135	95	production	production	NOUN
alkej-62	135	96	by	by	ADP
alkej-62	135	97	s.	s.	PROPN
alkej-62	135	98	marcescens	marcescens	PROPN
alkej-62	135	99	in	in	ADP
alkej-62	135	100	the	the	DET
alkej-62	135	101	chen	chen	PROPN
alkej-62	135	102	’s	’s	PART
alkej-62	135	103	medium	medium	NOUN
alkej-62	135	104	was	be	AUX
alkej-62	135	105	low	low	ADJ
alkej-62	135	106	(	(	PUNCT
alkej-62	135	107	13.1	13.1	NUM
alkej-62	135	108	mg	mg	PROPN
alkej-62	135	109	/	/	SYM
alkej-62	135	110	l	l	NOUN
alkej-62	135	111	)	)	PUNCT
alkej-62	135	112	and	and	CCONJ
alkej-62	135	113	therefore	therefore	ADV
alkej-62	135	114	,	,	PUNCT
alkej-62	135	115	medium	medium	ADJ
alkej-62	135	116	optimization	optimization	NOUN
alkej-62	135	117	is	be	AUX
alkej-62	135	118	necessary	necessary	ADJ
alkej-62	135	119	to	to	PART
alkej-62	135	120	enhance	enhance	VERB
alkej-62	135	121	prodigiosin	prodigiosin	NOUN
alkej-62	135	122	production	production	NOUN
alkej-62	135	123	.	.	PUNCT
alkej-62	136	1	based	base	VERB
alkej-62	136	2	on	on	ADP
alkej-62	136	3	results	result	NOUN
alkej-62	136	4	,	,	PUNCT
alkej-62	136	5	prodigiosin	prodigiosin	NOUN
alkej-62	136	6	production	production	NOUN
alkej-62	136	7	significantly	significantly	ADV
alkej-62	136	8	increased	increase	VERB
alkej-62	136	9	by	by	ADP
alkej-62	136	10	10	10	NUM
alkej-62	136	11	fold	fold	NOUN
alkej-62	136	12	with	with	ADP
alkej-62	136	13	sucrose	sucrose	NOUN
alkej-62	136	14	and	and	CCONJ
alkej-62	136	15	peptone	peptone	NOUN
alkej-62	136	16	as	as	ADP
alkej-62	136	17	carbon	carbon	NOUN
alkej-62	136	18	and	and	CCONJ
alkej-62	136	19	nitrogen	nitrogen	NOUN
alkej-62	136	20	sources	source	NOUN
alkej-62	136	21	.	.	PUNCT
alkej-62	137	1	additional	additional	ADJ
alkej-62	137	2	increased	increase	VERB
alkej-62	137	3	in	in	ADP
alkej-62	137	4	prodigiosin	prodigiosin	NOUN
alkej-62	137	5	production	production	NOUN
alkej-62	137	6	by	by	ADP
alkej-62	137	7	3.45	3.45	NUM
alkej-62	137	8	fold	fold	NOUN
alkej-62	137	9	was	be	AUX
alkej-62	137	10	obtained	obtain	VERB
alkej-62	137	11	with	with	ADP
alkej-62	137	12	60/40	60/40	NUM
alkej-62	137	13	carbon	carbon	NOUN
alkej-62	137	14	nitrogen	nitrogen	NOUN
alkej-62	137	15	ratio	ratio	NOUN
alkej-62	137	16	and	and	CCONJ
alkej-62	137	17	with	with	ADP
alkej-62	137	18	ph	ph	PROPN
alkej-62	137	19	6	6	NUM
alkej-62	137	20	and	and	CCONJ
alkej-62	137	21	inoculum	inoculum	NOUN
alkej-62	137	22	size	size	NOUN
alkej-62	137	23	2	2	NUM
alkej-62	137	24	%	%	NOUN
alkej-62	137	25	.	.	PUNCT
alkej-62	138	1	further	far	ADV
alkej-62	138	2	increased	increase	VERB
alkej-62	138	3	was	be	AUX
alkej-62	138	4	also	also	ADV
alkej-62	138	5	achieved	achieve	VERB
alkej-62	138	6	with	with	ADP
alkej-62	138	7	rsm	rsm	PROPN
alkej-62	138	8	to	to	PART
alkej-62	138	9	optimize	optimize	VERB
alkej-62	138	10	the	the	DET
alkej-62	138	11	concentrations	concentration	NOUN
alkej-62	138	12	of	of	ADP
alkej-62	138	13	trace	trace	NOUN
alkej-62	138	14	elements	element	NOUN
alkej-62	138	15	in	in	ADP
alkej-62	138	16	the	the	DET
alkej-62	138	17	production	production	NOUN
alkej-62	138	18	medium	medium	NOUN
alkej-62	138	19	.	.	PUNCT
alkej-62	139	1	according	accord	VERB
alkej-62	139	2	to	to	ADP
alkej-62	139	3	rsm	rsm	PROPN
alkej-62	139	4	,	,	PUNCT
alkej-62	139	5	the	the	DET
alkej-62	139	6	maximum	maximum	ADJ
alkej-62	139	7	predicted	predict	VERB
alkej-62	139	8	prodigiosin	prodigiosin	NOUN
alkej-62	139	9	production	production	NOUN
alkej-62	139	10	of	of	ADP
alkej-62	139	11	406	406	NUM
alkej-62	139	12	mg	mg	NOUN
alkej-62	139	13	/	/	SYM
alkej-62	139	14	l	l	NOUN
alkej-62	139	15	can	can	AUX
alkej-62	139	16	be	be	AUX
alkej-62	139	17	achieved	achieve	VERB
alkej-62	139	18	when	when	SCONJ
alkej-62	139	19	concentrations	concentration	NOUN
alkej-62	139	20	of	of	ADP
alkej-62	139	21	trace	trace	NOUN
alkej-62	139	22	element	element	NOUN
alkej-62	139	23	cacl2·2h2o	cacl2·2h2o	NOUN
alkej-62	139	24	,	,	PUNCT
alkej-62	139	25	feso4·4h2o	feso4·4h2o	NOUN
alkej-62	139	26	,	,	PUNCT
alkej-62	139	27	mgso4·7h2o	mgso4·7h2o	NOUN
alkej-62	139	28	and	and	CCONJ
alkej-62	139	29	mnso4·4h2o	mnso4·4h2o	NOUN
alkej-62	139	30	were	be	AUX
alkej-62	139	31	9.22	9.22	NUM
alkej-62	139	32	,	,	PUNCT
alkej-62	139	33	0.32	0.32	NUM
alkej-62	139	34	,	,	PUNCT
alkej-62	139	35	0.67	0.67	NUM
alkej-62	139	36	and	and	CCONJ
alkej-62	139	37	2.48	2.48	NUM
alkej-62	139	38	g	g	NOUN
alkej-62	139	39	/	/	SYM
alkej-62	139	40	l	l	NOUN
alkej-62	139	41	respectively	respectively	ADV
alkej-62	139	42	.	.	PUNCT
alkej-62	140	1	the	the	DET
alkej-62	140	2	growth	growth	NOUN
alkej-62	140	3	profile	profile	NOUN
alkej-62	140	4	of	of	ADP
alkej-62	140	5	serratia	serratia	NOUN
alkej-62	140	6	marcescens	marcescen	NOUN
alkej-62	140	7	in	in	ADP
alkej-62	140	8	shake	shake	NOUN
alkej-62	140	9	flake	flake	NOUN
alkej-62	140	10	in	in	ADP
alkej-62	140	11	optimized	optimize	VERB
alkej-62	140	12	medium	medium	NOUN
alkej-62	140	13	revealed	reveal	VERB
alkej-62	140	14	that	that	SCONJ
alkej-62	140	15	prodigiosin	prodigiosin	NOUN
alkej-62	140	16	was	be	AUX
alkej-62	140	17	‘	'	PUNCT
alkej-62	140	18	non	non	ADJ
alkej-62	140	19	-	-	ADJ
alkej-62	140	20	associated	associated	ADJ
alkej-62	140	21	growth	growth	NOUN
alkej-62	140	22	’	'	PUNCT
alkej-62	140	23	secondary	secondary	ADJ
alkej-62	140	24	metabolite	metabolite	NOUN
alkej-62	140	25	.	.	PUNCT
alkej-62	141	1	nomenclature	nomenclature	NOUN
alkej-62	141	2	ks	k	NOUN
alkej-62	141	3	limiting	limit	VERB
alkej-62	141	4	substrate	substrate	NOUN
alkej-62	141	5	g	g	PROPN
alkej-62	141	6	/	/	SYM
alkej-62	141	7	l	l	NOUN
alkej-62	141	8	pmax	pmax	ADJ
alkej-62	141	9	maximum	maximum	ADJ
alkej-62	141	10	prodigiosin	prodigiosin	NOUN
alkej-62	141	11	production	production	NOUN
alkej-62	141	12	g	g	PROPN
alkej-62	141	13	/	/	SYM
alkej-62	141	14	l	l	NOUN
alkej-62	141	15	qp	qp	NOUN
alkej-62	141	16	prodigiosin	prodigiosin	PROPN
alkej-62	141	17	production	production	NOUN
alkej-62	141	18	to	to	ADP
alkej-62	141	19	cell	cell	NOUN
alkej-62	141	20	per	per	ADP
alkej-62	141	21	hour	hour	NOUN
alkej-62	141	22	(	(	PUNCT
alkej-62	141	23	gprodigiosin	gprodigiosin	PROPN
alkej-62	141	24	/	/	SYM
alkej-62	141	25	gcell.h	gcell.h	PROPN
alkej-62	141	26	)	)	PUNCT
alkej-62	141	27	δs	δs	NOUN
alkej-62	141	28	%	%	NOUN
alkej-62	141	29	substrate	substrate	NOUN
alkej-62	141	30	consumption	consumption	NOUN
alkej-62	141	31	td	td	NOUN
alkej-62	141	32	biomass	biomass	NOUN
alkej-62	141	33	doubling	doubling	NOUN
alkej-62	141	34	time	time	NOUN
alkej-62	141	35	(	(	PUNCT
alkej-62	141	36	h	h	NOUN
alkej-62	141	37	)	)	PUNCT
alkej-62	141	38	x	x	PUNCT
alkej-62	141	39	biomass	biomass	NOUN
alkej-62	141	40	concentration	concentration	NOUN
alkej-62	141	41	(	(	PUNCT
alkej-62	141	42	g	g	PROPN
alkej-62	141	43	/l	/l	PUNCT
alkej-62	141	44	)	)	PUNCT
alkej-62	142	1	x	x	SYM
alkej-62	142	2	max	max	PROPN
alkej-62	142	3	maximum	maximum	PROPN
alkej-62	142	4	biomass	biomass	NOUN
alkej-62	142	5	concentration	concentration	NOUN
alkej-62	142	6	(	(	PUNCT
alkej-62	142	7	g	g	PROPN
alkej-62	142	8	/l	/l	PUNCT
alkej-62	142	9	)	)	PUNCT
alkej-62	142	10	yx	yx	PROPN
alkej-62	142	11	/	/	SYM
alkej-62	142	12	s	s	PART
alkej-62	142	13	yield	yield	NOUN
alkej-62	142	14	factor	factor	NOUN
alkej-62	142	15	of	of	ADP
alkej-62	142	16	biomass	biomass	NOUN
alkej-62	142	17	to	to	PART
alkej-62	142	18	substrate	substrate	NOUN
alkej-62	142	19	yp/	yp/	NOUN
alkej-62	142	20	x	x	NOUN
alkej-62	142	21	yield	yield	NOUN
alkej-62	142	22	factor	factor	NOUN
alkej-62	142	23	of	of	ADP
alkej-62	142	24	prodigiosin	prodigiosin	NOUN
alkej-62	142	25	to	to	ADP
alkej-62	142	26	biomass	biomass	NOUN
alkej-62	142	27	μ	μ	PROPN
alkej-62	142	28	growth	growth	NOUN
alkej-62	142	29	rate	rate	NOUN
alkej-62	142	30	(	(	PUNCT
alkej-62	142	31	h-1	h-1	NOUN
alkej-62	142	32	)	)	PUNCT
alkej-62	142	33	μmax	μmax	ADJ
alkej-62	142	34	maximum	maximum	ADJ
alkej-62	142	35	specific	specific	ADJ
alkej-62	142	36	growth	growth	NOUN
alkej-62	142	37	rate	rate	NOUN
alkej-62	142	38	(	(	PUNCT
alkej-62	142	39	h-1	h-1	NOUN
alkej-62	142	40	)	)	PUNCT
alkej-62	142	41	dcw	dcw	NOUN
alkej-62	142	42	dry	dry	ADJ
alkej-62	142	43	cell	cell	NOUN
alkej-62	142	44	weight	weight	NOUN
alkej-62	142	45	od	od	ADP
alkej-62	142	46	optical	optical	ADJ
alkej-62	142	47	density	density	NOUN
alkej-62	142	48	bbd	bbd	PROPN
alkej-62	142	49	box	box	PROPN
alkej-62	142	50	-	-	PUNCT
alkej-62	142	51	behnken	behnken	VERB
alkej-62	142	52	design	design	NOUN
alkej-62	142	53	anova	anova	VERB
alkej-62	142	54	analysis	analysis	NOUN
alkej-62	142	55	of	of	ADP
alkej-62	142	56	variance	variance	NOUN
alkej-62	142	57	acknowledgments	acknowledgment	NOUN
alkej-62	142	58	the	the	DET
alkej-62	142	59	authors	author	NOUN
alkej-62	142	60	are	be	AUX
alkej-62	142	61	grateful	grateful	ADJ
alkej-62	142	62	to	to	ADP
alkej-62	142	63	the	the	DET
alkej-62	142	64	management	management	NOUN
alkej-62	142	65	of	of	ADP
alkej-62	142	66	baghdad	baghdad	PROPN
alkej-62	142	67	university	university	PROPN
alkej-62	142	68	for	for	ADP
alkej-62	142	69	providing	provide	VERB
alkej-62	142	70	the	the	DET
alkej-62	142	71	facilities	facility	NOUN
alkej-62	142	72	to	to	PART
alkej-62	142	73	conduct	conduct	VERB
alkej-62	142	74	this	this	DET
alkej-62	142	75	research	research	NOUN
alkej-62	142	76	work	work	NOUN
alkej-62	142	77	.	.	PUNCT
alkej-62	143	1	sura	sura	PROPN
alkej-62	143	2	jasem	jasem	PROPN
alkej-62	143	3	mohammed	mohammed	PROPN
alkej-62	143	4	al	al	PROPN
alkej-62	143	5	-	-	PUNCT
alkej-62	143	6	khwarizmi	khwarizmi	PROPN
alkej-62	143	7	engineering	engineering	NOUN
alkej-62	143	8	journal	journal	PROPN
alkej-62	143	9	,	,	PUNCT
alkej-62	143	10	vol	vol	NOUN
alkej-62	143	11	.	.	PROPN
alkej-62	143	12	14	14	NUM
alkej-62	143	13	,	,	PUNCT
alkej-62	143	14	no	no	INTJ
alkej-62	143	15	.	.	NOUN
alkej-62	143	16	4	4	NUM
alkej-62	143	17	,	,	PUNCT
alkej-62	143	18	p.p	p.p	PROPN
alkej-62	143	19	.	.	NOUN
alkej-62	143	20	92102	92102	NUM
alkej-62	143	21	(	(	PUNCT
alkej-62	143	22	2018	2018	NUM
alkej-62	143	23	)	)	PUNCT
alkej-62	143	24	100	100	NUM
alkej-62	143	25	5	5	NUM
alkej-62	143	26	.	.	PUNCT
alkej-62	143	27	references	reference	NOUN
alkej-62	144	1	[	[	X
alkej-62	144	2	1	1	NUM
alkej-62	144	3	]	]	X
alkej-62	144	4	ogba	ogba	NOUN
alkej-62	144	5	,	,	PUNCT
alkej-62	144	6	o.	o.	NOUN
alkej-62	144	7	m.	m.	PROPN
alkej-62	144	8	,	,	PUNCT
alkej-62	144	9	mandor	mandor	PROPN
alkej-62	144	10	,	,	PUNCT
alkej-62	144	11	b.	b.	PROPN
alkej-62	144	12	i.	i.	PROPN
alkej-62	144	13	and	and	CCONJ
alkej-62	144	14	omang	omang	PROPN
alkej-62	144	15	,	,	PUNCT
alkej-62	144	16	h.	h.	PROPN
alkej-62	144	17	m.	m.	PROPN
alkej-62	144	18	(	(	PUNCT
alkej-62	144	19	2014	2014	NUM
alkej-62	144	20	)	)	PUNCT
alkej-62	144	21	.	.	PUNCT
alkej-62	145	1	antibiotic	antibiotic	ADJ
alkej-62	145	2	susceptibility	susceptibility	NOUN
alkej-62	145	3	pattern	pattern	NOUN
alkej-62	145	4	of	of	ADP
alkej-62	145	5	serratiamarcescensisolates	serratiamarcescensisolate	NOUN
alkej-62	145	6	from	from	ADP
alkej-62	145	7	woundinfections	woundinfection	NOUN
alkej-62	145	8	in	in	ADP
alkej-62	145	9	a	a	DET
alkej-62	145	10	tertiary	tertiary	ADJ
alkej-62	145	11	health	health	NOUN
alkej-62	145	12	institution	institution	NOUN
alkej-62	145	13	in	in	ADP
alkej-62	145	14	calabar	calabar	PROPN
alkej-62	145	15	,	,	PUNCT
alkej-62	145	16	nigeria	nigeria	PROPN
alkej-62	145	17	.	.	PUNCT
alkej-62	146	1	elmednifico	elmednifico	PROPN
alkej-62	146	2	journal	journal	PROPN
alkej-62	146	3	,	,	PUNCT
alkej-62	146	4	2(3	2(3	NUM
alkej-62	146	5	)	)	PUNCT
alkej-62	146	6	,	,	PUNCT
alkej-62	146	7	223	223	NUM
alkej-62	146	8	-	-	SYM
alkej-62	146	9	226	226	NUM
alkej-62	146	10	.	.	PUNCT
alkej-62	147	1	[	[	X
alkej-62	147	2	2	2	NUM
alkej-62	147	3	]	]	X
alkej-62	147	4	thomson	thomson	PROPN
alkej-62	147	5	,	,	PUNCT
alkej-62	147	6	n.	n.	PROPN
alkej-62	147	7	r.	r.	PROPN
alkej-62	147	8	,	,	PUNCT
alkej-62	147	9	crow	crow	NOUN
alkej-62	147	10	,	,	PUNCT
alkej-62	147	11	m.	m.	NOUN
alkej-62	147	12	a.	a.	PROPN
alkej-62	147	13	,	,	PUNCT
alkej-62	147	14	mcgowan	mcgowan	PROPN
alkej-62	147	15	,	,	PUNCT
alkej-62	147	16	s.	s.	PROPN
alkej-62	147	17	j.	j.	PROPN
alkej-62	147	18	,	,	PUNCT
alkej-62	147	19	cox	cox	PROPN
alkej-62	147	20	,	,	PUNCT
alkej-62	147	21	a.	a.	NOUN
alkej-62	147	22	and	and	CCONJ
alkej-62	147	23	salmond	salmond	PROPN
alkej-62	147	24	,	,	PUNCT
alkej-62	147	25	g.	g.	PROPN
alkej-62	147	26	p.c	p.c	PROPN
alkej-62	147	27	.	.	PROPN
alkej-62	147	28	(	(	PUNCT
alkej-62	147	29	2000	2000	NUM
alkej-62	147	30	)	)	PUNCT
alkej-62	147	31	.	.	PUNCT
alkej-62	147	32	biosynthesis	biosynthesis	NOUN
alkej-62	147	33	of	of	ADP
alkej-62	147	34	carbapenem	carbapenem	PROPN
alkej-62	147	35	antibiotic	antibiotic	ADJ
alkej-62	147	36	and	and	CCONJ
alkej-62	147	37	prodigiosin	prodigiosin	VERB
alkej-62	147	38	pigment	pigment	NOUN
alkej-62	147	39	in	in	ADP
alkej-62	147	40	serratiais	serratiais	NOUN
alkej-62	147	41	under	under	ADP
alkej-62	147	42	quorum	quorum	NOUN
alkej-62	147	43	sensing	sense	VERB
alkej-62	147	44	control.molecular	control.molecular	ADJ
alkej-62	147	45	microbiology	microbiology	NOUN
alkej-62	147	46	,	,	PUNCT
alkej-62	147	47	36(3	36(3	NUM
alkej-62	147	48	)	)	PUNCT
alkej-62	147	49	,	,	PUNCT
alkej-62	147	50	539	539	NUM
alkej-62	147	51	-	-	SYM
alkej-62	147	52	556	556	NUM
alkej-62	147	53	.	.	PUNCT
alkej-62	148	1	[	[	X
alkej-62	148	2	3	3	NUM
alkej-62	148	3	]	]	X
alkej-62	148	4	williamson	williamson	NOUN
alkej-62	148	5	,	,	PUNCT
alkej-62	148	6	n.	n.	PROPN
alkej-62	148	7	r.	r.	PROPN
alkej-62	148	8	,	,	PUNCT
alkej-62	148	9	fineran	fineran	ADJ
alkej-62	148	10	,	,	PUNCT
alkej-62	148	11	p.	p.	PROPN
alkej-62	148	12	c.	c.	PROPN
alkej-62	148	13	,	,	PUNCT
alkej-62	148	14	leeper	leeper	PROPN
alkej-62	148	15	,	,	PUNCT
alkej-62	148	16	f.	f.	PROPN
alkej-62	148	17	j.	j.	PROPN
alkej-62	148	18	and	and	CCONJ
alkej-62	148	19	salmond	salmond	PROPN
alkej-62	148	20	,	,	PUNCT
alkej-62	148	21	g.	g.	PROPN
alkej-62	148	22	p.	p.	PROPN
alkej-62	148	23	c.	c.	PROPN
alkej-62	148	24	(	(	PUNCT
alkej-62	148	25	2006	2006	NUM
alkej-62	148	26	)	)	PUNCT
alkej-62	148	27	.	.	PUNCT
alkej-62	149	1	the	the	DET
alkej-62	149	2	biosynthesis	biosynthesis	NOUN
alkej-62	149	3	and	and	CCONJ
alkej-62	149	4	regulation	regulation	NOUN
alkej-62	149	5	of	of	ADP
alkej-62	149	6	bacterial	bacterial	ADJ
alkej-62	149	7	prodiginines	prodiginine	NOUN
alkej-62	149	8	.	.	PUNCT
alkej-62	150	1	nature	nature	NOUN
alkej-62	150	2	reviews	review	VERB
alkej-62	150	3	microbiology	microbiology	NOUN
alkej-62	150	4	,	,	PUNCT
alkej-62	150	5	4(12	4(12	NUM
alkej-62	150	6	)	)	PUNCT
alkej-62	150	7	,	,	PUNCT
alkej-62	150	8	887	887	NUM
alkej-62	150	9	-	-	SYM
alkej-62	150	10	899	899	NUM
alkej-62	150	11	.	.	PUNCT
alkej-62	151	1	[	[	X
alkej-62	151	2	4	4	X
alkej-62	151	3	]	]	X
alkej-62	151	4	li	li	PROPN
alkej-62	151	5	c	c	PROPN
alkej-62	151	6	,	,	PUNCT
alkej-62	151	7	bai	bai	PROPN
alkej-62	151	8	j	j	PROPN
alkej-62	151	9	,	,	PUNCT
alkej-62	151	10	cai	cai	PROPN
alkej-62	151	11	z	z	PROPN
alkej-62	151	12	,	,	PUNCT
alkej-62	151	13	ouyang	ouyang	PROPN
alkej-62	151	14	f	f	PROPN
alkej-62	151	15	.(2001).optimization	.(2001).optimization	NOUN
alkej-62	151	16	of	of	ADP
alkej-62	151	17	a	a	DET
alkej-62	151	18	cultural	cultural	ADJ
alkej-62	151	19	medium	medium	NOUN
alkej-62	151	20	for	for	ADP
alkej-62	151	21	bacteriocin	bacteriocin	NOUN
alkej-62	151	22	production	production	NOUN
alkej-62	151	23	by	by	ADP
alkej-62	151	24	lactococcuslactis	lactococcuslactis	NOUN
alkej-62	151	25	using	use	VERB
alkej-62	151	26	response	response	NOUN
alkej-62	151	27	surface	surface	NOUN
alkej-62	151	28	methodology	methodology	NOUN
alkej-62	151	29	.	.	PUNCT
alkej-62	152	1	j	j	PROPN
alkej-62	152	2	biotechnol	biotechnol	PROPN
alkej-62	152	3	93:27–34	93:27–34	PROPN
alkej-62	152	4	.	.	PUNCT
alkej-62	152	5	doi:10.1016	doi:10.1016	PROPN
alkej-62	152	6	/	/	SYM
alkej-62	152	7	s01681656(01)00377	s01681656(01)00377	PROPN
alkej-62	152	8	-	-	PUNCT
alkej-62	152	9	7	7	NUM
alkej-62	152	10	.	.	PUNCT
alkej-62	153	1	[	[	X
alkej-62	153	2	5	5	NUM
alkej-62	153	3	]	]	X
alkej-62	153	4	chen	chen	PROPN
alkej-62	153	5	,	,	PUNCT
alkej-62	153	6	w.c	w.c	PROPN
alkej-62	153	7	.	.	PROPN
alkej-62	153	8	,	,	PUNCT
alkej-62	153	9	yu	yu	PROPN
alkej-62	153	10	,	,	PUNCT
alkej-62	153	11	w.j	w.j	PROPN
alkej-62	153	12	.	.	PROPN
alkej-62	153	13	,	,	PUNCT
alkej-62	153	14	chang	chang	PROPN
alkej-62	153	15	,	,	PUNCT
alkej-62	153	16	c.c	c.c	PROPN
alkej-62	153	17	.	.	PROPN
alkej-62	153	18	,	,	PUNCT
alkej-62	153	19	chang	chang	PROPN
alkej-62	153	20	,	,	PUNCT
alkej-62	153	21	j.s	j.s	PROPN
alkej-62	153	22	.	.	PROPN
alkej-62	153	23	,	,	PUNCT
alkej-62	153	24	huang	huang	PROPN
alkej-62	153	25	,	,	PUNCT
alkej-62	153	26	s.h	s.h	PROPN
alkej-62	153	27	.	.	PROPN
alkej-62	153	28	,	,	PUNCT
alkej-62	153	29	chang	chang	PROPN
alkej-62	153	30	,	,	PUNCT
alkej-62	153	31	c.h	c.h	PROPN
alkej-62	153	32	.	.	PROPN
alkej-62	154	1	(	(	PUNCT
alkej-62	154	2	2013	2013	NUM
alkej-62	154	3	)	)	PUNCT
alkej-62	154	4	.	.	PUNCT
alkej-62	155	1	enhancing	enhance	VERB
alkej-62	155	2	production	production	NOUN
alkej-62	155	3	of	of	ADP
alkej-62	155	4	prodigiosin	prodigiosin	NOUN
alkej-62	155	5	from	from	ADP
alkej-62	155	6	serratiamarcescens	serratiamarcescen	NOUN
alkej-62	155	7	c3	c3	PROPN
alkej-62	155	8	by	by	ADP
alkej-62	155	9	statistical	statistical	ADJ
alkej-62	155	10	experimental	experimental	ADJ
alkej-62	155	11	design	design	NOUN
alkej-62	155	12	and	and	CCONJ
alkej-62	155	13	porous	porous	ADJ
alkej-62	155	14	carrier	carrier	NOUN
alkej-62	155	15	additionstrategy	additionstrategy	NOUN
alkej-62	155	16	.	.	PUNCT
alkej-62	156	1	biochemical	biochemical	ADJ
alkej-62	156	2	engineering	engineering	NOUN
alkej-62	156	3	journal	journal	NOUN
alkej-62	156	4	,	,	PUNCT
alkej-62	156	5	78	78	NUM
alkej-62	156	6	,	,	PUNCT
alkej-62	156	7	93	93	NUM
alkej-62	156	8	-	-	SYM
alkej-62	156	9	100	100	NUM
alkej-62	156	10	.	.	PUNCT
alkej-62	157	1	[	[	X
alkej-62	157	2	6	6	NUM
alkej-62	157	3	]	]	PUNCT
alkej-62	157	4	gassara	gassara	NOUN
alkej-62	157	5	,	,	PUNCT
alkej-62	157	6	f.	f.	PROPN
alkej-62	157	7	,	,	PUNCT
alkej-62	157	8	s.	s.	PROPN
alkej-62	157	9	k.	k.	PROPN
alkej-62	157	10	brar	brar	PROPN
alkej-62	157	11	,	,	PUNCT
alkej-62	157	12	r.	r.	PROPN
alkej-62	157	13	d.	d.	PROPN
alkej-62	157	14	tyagi	tyagi	PROPN
alkej-62	157	15	,	,	PUNCT
alkej-62	157	16	r.	r.	PROPN
alkej-62	157	17	p.	p.	PROPN
alkej-62	157	18	john	john	PROPN
alkej-62	157	19	,	,	PUNCT
alkej-62	157	20	m.	m.	PROPN
alkej-62	157	21	verma	verma	PROPN
alkej-62	157	22	,	,	PUNCT
alkej-62	157	23	and	and	CCONJ
alkej-62	157	24	j.	j.	PROPN
alkej-62	157	25	r.	r.	PROPN
alkej-62	157	26	valero	valero	PROPN
alkej-62	157	27	(	(	PUNCT
alkej-62	157	28	2011	2011	NUM
alkej-62	157	29	)	)	PUNCT
alkej-62	157	30	parameter	parameter	NOUN
alkej-62	157	31	optimization	optimization	NOUN
alkej-62	157	32	for	for	ADP
alkej-62	157	33	production	production	NOUN
alkej-62	157	34	of	of	ADP
alkej-62	157	35	ligninolytic	ligninolytic	ADJ
alkej-62	157	36	enzymes	enzyme	NOUN
alkej-62	157	37	using	use	VERB
alkej-62	157	38	agro	agro	ADJ
alkej-62	157	39	-	-	PUNCT
alkej-62	157	40	industrial	industrial	ADJ
alkej-62	157	41	wastes	waste	NOUN
alkej-62	157	42	by	by	ADP
alkej-62	157	43	response	response	NOUN
alkej-62	157	44	surface	surface	NOUN
alkej-62	157	45	method	method	NOUN
alkej-62	157	46	.	.	PUNCT
alkej-62	158	1	biotechnol.bioproc	biotechnol.bioproc	X
alkej-62	158	2	.	.	PUNCT
alkej-62	159	1	eng	eng	PROPN
alkej-62	159	2	.	.	PROPN
alkej-62	160	1	16	16	NUM
alkej-62	160	2	:	:	PUNCT
alkej-62	160	3	343	343	NUM
alkej-62	160	4	-	-	SYM
alkej-62	160	5	351	351	NUM
alkej-62	160	6	.	.	PUNCT
alkej-62	161	1	[	[	X
alkej-62	161	2	7	7	NUM
alkej-62	161	3	]	]	X
alkej-62	161	4	myers	myers	PROPN
alkej-62	161	5	r	r	PROPN
alkej-62	161	6	,	,	PUNCT
alkej-62	161	7	montgomery	montgomery	PROPN
alkej-62	161	8	rc	rc	PROPN
alkej-62	161	9	(	(	PUNCT
alkej-62	161	10	2002	2002	NUM
alkej-62	161	11	)	)	PUNCT
alkej-62	161	12	response	response	NOUN
alkej-62	161	13	surface	surface	NOUN
alkej-62	161	14	methodology	methodology	NOUN
alkej-62	161	15	:	:	PUNCT
alkej-62	161	16	process	process	NOUN
alkej-62	161	17	and	and	CCONJ
alkej-62	161	18	product	product	NOUN
alkej-62	161	19	optimization	optimization	NOUN
alkej-62	161	20	using	use	VERB
alkej-62	161	21	designed	design	VERB
alkej-62	161	22	experiments	experiment	NOUN
alkej-62	161	23	.	.	PUNCT
alkej-62	162	1	wiley	wiley	PROPN
alkej-62	162	2	,	,	PUNCT
alkej-62	162	3	new	new	PROPN
alkej-62	162	4	york	york	PROPN
alkej-62	162	5	.	.	PUNCT
alkej-62	163	1	[	[	X
alkej-62	163	2	8	8	NUM
alkej-62	163	3	]	]	SYM
alkej-62	163	4	venil	venil	ADJ
alkej-62	163	5	,	,	PUNCT
alkej-62	163	6	c.	c.	PROPN
alkej-62	163	7	k.	k.	PROPN
alkej-62	163	8	and	and	CCONJ
alkej-62	163	9	lakshmanaperumalsamy	lakshmanaperumalsamy	PROPN
alkej-62	163	10	,	,	PUNCT
alkej-62	163	11	p.(2009	p.(2009	PROPN
alkej-62	163	12	)	)	PUNCT
alkej-62	163	13	.	.	PUNCT
alkej-62	164	1	application	application	NOUN
alkej-62	164	2	of	of	ADP
alkej-62	164	3	statistical	statistical	ADJ
alkej-62	164	4	design	design	NOUN
alkej-62	164	5	to	to	ADP
alkej-62	164	6	the	the	DET
alkej-62	164	7	optimization	optimization	NOUN
alkej-62	164	8	of	of	ADP
alkej-62	164	9	culture	culture	NOUN
alkej-62	164	10	medium	medium	NOUN
alkej-62	164	11	for	for	ADP
alkej-62	164	12	prodigiosin	prodigiosin	NOUN
alkej-62	164	13	production	production	NOUN
alkej-62	164	14	by	by	ADP
alkej-62	164	15	serratiamarcescensswml08	serratiamarcescensswml08	NOUN
alkej-62	164	16	.	.	PUNCT
alkej-62	165	1	malaysian	malaysian	ADJ
alkej-62	165	2	journal	journal	PROPN
alkej-62	165	3	of	of	ADP
alkej-62	165	4	microbiology	microbiology	NOUN
alkej-62	165	5	,	,	PUNCT
alkej-62	165	6	5(1	5(1	NUM
alkej-62	165	7	)	)	PUNCT
alkej-62	165	8	55	55	NUM
alkej-62	165	9	-	-	SYM
alkej-62	165	10	61	61	NUM
alkej-62	165	11	.	.	PUNCT
alkej-62	166	1	[	[	X
alkej-62	166	2	9	9	NUM
alkej-62	166	3	]	]	SYM
alkej-62	166	4	magel	magel	NOUN
alkej-62	166	5	,	,	PUNCT
alkej-62	166	6	e.	e.	PROPN
alkej-62	166	7	(	(	PUNCT
alkej-62	166	8	1991	1991	NUM
alkej-62	166	9	):	):	PUNCT
alkej-62	166	10	“	"	PUNCT
alkej-62	166	11	qualitative	qualitative	ADJ
alkej-62	166	12	and	and	CCONJ
alkej-62	166	13	quantitave	quantitave	NOUN
alkej-62	166	14	determination	determination	NOUN
alkej-62	166	15	of	of	ADP
alkej-62	166	16	starch	starch	NOUN
alkej-62	166	17	by	by	ADP
alkej-62	166	18	colorimetric	colorimetric	ADJ
alkej-62	166	19	method	method	NOUN
alkej-62	166	20	”	"	PUNCT
alkej-62	166	21	,	,	PUNCT
alkej-62	166	22	starch	starch	NOUN
alkej-62	166	23	/	/	SYM
alkej-62	166	24	staercke	staercke	NOUN
alkej-62	166	25	,	,	PUNCT
alkej-62	166	26	43(10	43(10	NUM
alkej-62	166	27	)	)	PUNCT
alkej-62	166	28	,	,	PUNCT
alkej-62	166	29	384	384	NUM
alkej-62	166	30	-	-	SYM
alkej-62	166	31	387	387	NUM
alkej-62	166	32	.	.	PUNCT
alkej-62	167	1	[	[	X
alkej-62	167	2	10	10	NUM
alkej-62	167	3	]	]	X
alkej-62	167	4	wang	wang	PROPN
alkej-62	167	5	,	,	PUNCT
alkej-62	167	6	n.	n.	PROPN
alkej-62	167	7	s.	s.	PROPN
alkej-62	167	8	(	(	PUNCT
alkej-62	167	9	2017	2017	NUM
alkej-62	167	10	)	)	PUNCT
alkej-62	167	11	.	.	PUNCT
alkej-62	168	1	sucrose	sucrose	PROPN
alkej-62	168	2	assay	assay	PROPN
alkej-62	168	3	by	by	ADP
alkej-62	168	4	dinitrosalicylic	dinitrosalicylic	ADJ
alkej-62	168	5	colorimetric	colorimetric	ADJ
alkej-62	168	6	method	method	NOUN
alkej-62	168	7	.	.	PUNCT
alkej-62	169	1	university	university	NOUN
alkej-62	169	2	of	of	ADP
alkej-62	169	3	maryland	maryland	PROPN
alkej-62	169	4	college	college	PROPN
alkej-62	169	5	park	park	NOUN
alkej-62	169	6	,	,	PUNCT
alkej-62	169	7	md	md	PROPN
alkej-62	169	8	207422111	207422111	NUM
alkej-62	169	9	ench485	ench485	PROPN
alkej-62	169	10	.	.	PUNCT
alkej-62	170	1	[	[	X
alkej-62	170	2	11	11	NUM
alkej-62	170	3	]	]	PUNCT
alkej-62	170	4	fender	fender	NOUN
alkej-62	170	5	,	,	PUNCT
alkej-62	170	6	j.	j.	PROPN
alkej-62	170	7	e.	e.	PROPN
alkej-62	170	8	,	,	PUNCT
alkej-62	170	9	bender	bender	PROPN
alkej-62	170	10	,	,	PUNCT
alkej-62	170	11	c.	c.	PROPN
alkej-62	170	12	m.	m.	PROPN
alkej-62	170	13	,	,	PUNCT
alkej-62	170	14	stella	stella	PROPN
alkej-62	170	15	,	,	PUNCT
alkej-62	170	16	n.	n.	PROPN
alkej-62	170	17	a.	a.	PROPN
alkej-62	170	18	,	,	PUNCT
alkej-62	170	19	lahr	lahr	PROPN
alkej-62	170	20	,	,	PUNCT
alkej-62	170	21	r.	r.	PROPN
alkej-62	170	22	m.	m.	PROPN
alkej-62	170	23	,	,	PUNCT
alkej-62	170	24	kalivoda	kalivoda	PROPN
alkej-62	170	25	,	,	PUNCT
alkej-62	170	26	e.	e.	PROPN
alkej-62	170	27	j.	j.	PROPN
alkej-62	170	28	and	and	CCONJ
alkej-62	170	29	shanks	shank	NOUN
alkej-62	170	30	,	,	PUNCT
alkej-62	170	31	r.	r.	PROPN
alkej-62	170	32	m.	m.	PROPN
alkej-62	170	33	q.	q.	PROPN
alkej-62	170	34	(	(	PUNCT
alkej-62	170	35	2012).serratiamarcescens	2012).serratiamarcescens	NUM
alkej-62	170	36	quinoprotein	quinoprotein	ADJ
alkej-62	170	37	glucose	glucose	NOUN
alkej-62	170	38	dehydrogenase	dehydrogenase	NOUN
alkej-62	170	39	activity	activity	NOUN
alkej-62	170	40	mediates	mediate	VERB
alkej-62	170	41	medium	medium	ADJ
alkej-62	170	42	acidification	acidification	NOUN
alkej-62	170	43	and	and	CCONJ
alkej-62	170	44	inhibition	inhibition	NOUN
alkej-62	170	45	of	of	ADP
alkej-62	170	46	prodigiosin	prodigiosin	ADJ
alkej-62	170	47	production	production	NOUN
alkej-62	170	48	by	by	ADP
alkej-62	170	49	glucose	glucose	NOUN
alkej-62	170	50	.	.	PUNCT
alkej-62	171	1	applied	apply	VERB
alkej-62	171	2	and	and	CCONJ
alkej-62	171	3	environmental	environmental	ADJ
alkej-62	171	4	microbiology	microbiology	NOUN
alkej-62	171	5	,	,	PUNCT
alkej-62	171	6	78(17	78(17	PROPN
alkej-62	171	7	)	)	PUNCT
alkej-62	171	8	,	,	PUNCT
alkej-62	171	9	6225	6225	NUM
alkej-62	171	10	-	-	SYM
alkej-62	171	11	6235	6235	NUM
alkej-62	171	12	.	.	PUNCT
alkej-62	172	1	[	[	X
alkej-62	172	2	12	12	NUM
alkej-62	172	3	]	]	X
alkej-62	172	4	aharonowitz	aharonowitz	NOUN
alkej-62	172	5	,	,	PUNCT
alkej-62	172	6	y.	y.	PROPN
alkej-62	172	7	(	(	PUNCT
alkej-62	172	8	1980	1980	NUM
alkej-62	172	9	)	)	PUNCT
alkej-62	172	10	.	.	PUNCT
alkej-62	173	1	nitrogen	nitrogen	NOUN
alkej-62	173	2	metabolite	metabolite	NOUN
alkej-62	173	3	regulation	regulation	NOUN
alkej-62	173	4	of	of	ADP
alkej-62	173	5	antibiotic	antibiotic	ADJ
alkej-62	173	6	biosynthesis	biosynthesis	NOUN
alkej-62	173	7	.	.	PUNCT
alkej-62	174	1	annul	annul	ADJ
alkej-62	174	2	reviews	review	NOUN
alkej-62	174	3	microbiology	microbiology	NOUN
alkej-62	174	4	34	34	NUM
alkej-62	174	5	,	,	PUNCT
alkej-62	174	6	209	209	NUM
alkej-62	174	7	-	-	SYM
alkej-62	174	8	233	233	NUM
alkej-62	174	9	.	.	PUNCT
alkej-62	175	1	[	[	X
alkej-62	175	2	13	13	NUM
alkej-62	175	3	]	]	X
alkej-62	175	4	martin	martin	PROPN
alkej-62	175	5	j.	j.	PROPN
alkej-62	175	6	f.	f.	PROPN
alkej-62	175	7	and	and	CCONJ
alkej-62	175	8	mcdaneil	mcdaneil	PROPN
alkej-62	175	9	,	,	PUNCT
alkej-62	175	10	l.	l.	PROPN
alkej-62	175	11	e.	e.	PROPN
alkej-62	175	12	(	(	PUNCT
alkej-62	175	13	1977	1977	NUM
alkej-62	175	14	)	)	PUNCT
alkej-62	175	15	production	production	NOUN
alkej-62	175	16	of	of	ADP
alkej-62	175	17	polyene	polyene	NOUN
alkej-62	175	18	microlide	microlide	NOUN
alkej-62	175	19	antibiotics	antibiotic	NOUN
alkej-62	175	20	adv	adv	PROPN
alkej-62	175	21	.	.	PUNCT
alkej-62	175	22	appl	appl	PROPN
alkej-62	175	23	.	.	PUNCT
alkej-62	176	1	microbiol	microbiol	PROPN
alkej-62	176	2	.	.	PUNCT
alkej-62	177	1	21	21	NUM
alkej-62	177	2	,	,	PUNCT
alkej-62	177	3	1	1	NUM
alkej-62	177	4	-	-	SYM
alkej-62	177	5	52	52	NUM
alkej-62	177	6	.	.	PUNCT
alkej-62	178	1	[	[	X
alkej-62	178	2	14	14	NUM
alkej-62	178	3	]	]	X
alkej-62	178	4	wei	wei	PROPN
alkej-62	178	5	,	,	PUNCT
alkej-62	178	6	y.h	y.h	PROPN
alkej-62	178	7	.	.	PROPN
alkej-62	178	8	,	,	PUNCT
alkej-62	178	9	chen	chen	PROPN
alkej-62	178	10	,	,	PUNCT
alkej-62	178	11	w.c.(2005)enhanced	w.c.(2005)enhance	VERB
alkej-62	178	12	production	production	NOUN
alkej-62	178	13	of	of	ADP
alkej-62	178	14	prodigiosin	prodigiosin	NOUN
alkej-62	178	15	-	-	PUNCT
alkej-62	178	16	like	like	ADJ
alkej-62	178	17	pigment	pigment	NOUN
alkej-62	178	18	from	from	ADP
alkej-62	178	19	serratiamarcescens	serratiamarcescen	NOUN
alkej-62	178	20	sm(r	sm(r	PUNCT
alkej-62	178	21	by	by	ADP
alkej-62	178	22	medium	medium	ADJ
alkej-62	178	23	improvement	improvement	NOUN
alkej-62	178	24	and	and	CCONJ
alkej-62	178	25	oil	oil	NOUN
alkej-62	178	26	-	-	PUNCT
alkej-62	178	27	supplementation	supplementation	NOUN
alkej-62	178	28	strategies	strategy	NOUN
alkej-62	178	29	,	,	PUNCT
alkej-62	178	30	j.	j.	PROPN
alkej-62	178	31	biosci	biosci	PROPN
alkej-62	178	32	.	.	PUNCT
alkej-62	179	1	bioeng.99	bioeng.99	PROPN
alkej-62	179	2	,	,	PUNCT
alkej-62	179	3	616–622	616–622	NUM
alkej-62	179	4	.	.	PUNCT
alkej-62	180	1	[	[	X
alkej-62	180	2	15	15	NUM
alkej-62	180	3	]	]	X
alkej-62	180	4	rokem	rokem	NOUN
alkej-62	180	5	,	,	PUNCT
alkej-62	180	6	j.	j.	PROPN
alkej-62	180	7	s.	s.	PROPN
alkej-62	180	8	,	,	PUNCT
alkej-62	180	9	&	&	CCONJ
alkej-62	180	10	weitzman	weitzman	NOUN
alkej-62	180	11	,	,	PUNCT
alkej-62	180	12	p.	p.	NOUN
alkej-62	180	13	(	(	PUNCT
alkej-62	180	14	1987	1987	NUM
alkej-62	180	15	)	)	PUNCT
alkej-62	180	16	.	.	PUNCT
alkej-62	181	1	prodigiosin	prodigiosin	VERB
alkej-62	181	2	formation	formation	NOUN
alkej-62	181	3	by	by	ADP
alkej-62	181	4	serratiamarcescens	serratiamarcescen	NOUN
alkej-62	181	5	in	in	ADP
alkej-62	181	6	a	a	DET
alkej-62	181	7	chemostat	chemostat	NOUN
alkej-62	181	8	.	.	PUNCT
alkej-62	182	1	enzyme	enzyme	NOUN
alkej-62	182	2	and	and	CCONJ
alkej-62	182	3	microbial	microbial	ADJ
alkej-62	182	4	technology	technology	NOUN
alkej-62	182	5	,	,	PUNCT
alkej-62	182	6	9	9	NUM
alkej-62	182	7	,	,	PUNCT
alkej-62	182	8	153–155	153–155	NUM
alkej-62	182	9	.	.	PUNCT
alkej-62	183	1	[	[	X
alkej-62	183	2	16	16	NUM
alkej-62	183	3	]	]	PUNCT
alkej-62	183	4	weiy.h	weiy.h	PROPN
alkej-62	183	5	.	.	PROPN
alkej-62	183	6	,	,	PUNCT
alkej-62	183	7	chenw.c	chenw.c	PROPN
alkej-62	183	8	.	.	PUNCT
alkej-62	183	9	,	,	PUNCT
alkej-62	183	10	huangc.k	huangc.k	PROPN
alkej-62	183	11	.	.	PUNCT
alkej-62	183	12	,	,	PUNCT
alkej-62	183	13	wuh.s	wuh.s	PROPN
alkej-62	183	14	.	.	PROPN
alkej-62	183	15	,	,	PUNCT
alkej-62	183	16	suny.m	suny.m	PROPN
alkej-62	183	17	.	.	PROPN
alkej-62	183	18	,	,	PUNCT
alkej-62	183	19	loc.w	loc.w	PROPN
alkej-62	183	20	.	.	PUNCT
alkej-62	183	21	andjanarthanano.m	andjanarthanano.m	PROPN
alkej-62	183	22	.	.	PUNCT
alkej-62	183	23	,	,	PUNCT
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alkej-62	183	25	and	and	CCONJ
alkej-62	183	26	evaluation	evaluation	NOUN
alkej-62	183	27	of	of	ADP
alkej-62	183	28	polyhydroxybutyrate	polyhydroxybutyrate	NOUN
alkej-62	183	29	-	-	PUNCT
alkej-62	183	30	producing	produce	VERB
alkej-62	183	31	strains	strain	NOUN
alkej-62	183	32	fromindigenous	fromindigenous	ADJ
alkej-62	183	33	isolate	isolate	NOUN
alkej-62	183	34	cupriavidustaiwanensis	cupriavidustaiwanensis	NOUN
alkej-62	183	35	strains	strain	NOUN
alkej-62	183	36	,	,	PUNCT
alkej-62	183	37	int	int	NOUN
alkej-62	183	38	.	.	PUNCT
alkej-62	184	1	j.	j.	PROPN
alkej-62	184	2	mol	mol	PROPN
alkej-62	184	3	.	.	PUNCT
alkej-62	185	1	sci	sci	PROPN
alkej-62	185	2	.	.	PROPN
alkej-62	186	1	12	12	NUM
alkej-62	186	2	(	(	PUNCT
alkej-62	186	3	2011	2011	NUM
alkej-62	186	4	)	)	PUNCT
alkej-62	186	5	252–265	252–265	NUM
alkej-62	186	6	.	.	PUNCT
alkej-62	187	1	[	[	X
alkej-62	187	2	17	17	NUM
alkej-62	187	3	]	]	SYM
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alkej-62	187	5	,	,	PUNCT
alkej-62	187	6	t.	t.	PROPN
alkej-62	187	7	and	and	CCONJ
alkej-62	187	8	zinn	zinn	PROPN
alkej-62	187	9	,	,	PUNCT
alkej-62	187	10	m.	m.	NOUN
alkej-62	187	11	(	(	PUNCT
alkej-62	187	12	2003	2003	NUM
alkej-62	187	13	)	)	PUNCT
alkej-62	187	14	.	.	PUNCT
alkej-62	188	1	the	the	DET
alkej-62	188	2	concept	concept	NOUN
alkej-62	188	3	of	of	ADP
alkej-62	188	4	multiple	multiple	ADJ
alkej-62	188	5	-	-	PUNCT
alkej-62	188	6	nutrient	nutrient	NOUN
alkej-62	188	7	-	-	PUNCT
alkej-62	188	8	limited	limit	VERB
alkej-62	188	9	growth	growth	NOUN
alkej-62	188	10	of	of	ADP
alkej-62	188	11	microorganisms	microorganism	NOUN
alkej-62	188	12	and	and	CCONJ
alkej-62	188	13	its	its	PRON
alkej-62	188	14	application	application	NOUN
alkej-62	188	15	in	in	ADP
alkej-62	188	16	biotechnological	biotechnological	ADJ
alkej-62	188	17	processes	process	NOUN
alkej-62	188	18	.	.	PUNCT
alkej-62	189	1	biotechnology	biotechnology	NOUN
alkej-62	189	2	advances	advance	NOUN
alkej-62	189	3	,	,	PUNCT
alkej-62	189	4	22(1	22(1	NUM
alkej-62	189	5	)	)	PUNCT
alkej-62	189	6	,	,	PUNCT
alkej-62	189	7	35	35	NUM
alkej-62	189	8	-	-	SYM
alkej-62	189	9	43	43	NUM
alkej-62	189	10	.	.	PUNCT
alkej-62	190	1	[	[	X
alkej-62	190	2	18	18	NUM
alkej-62	190	3	]	]	X
alkej-62	190	4	mahmoud	mahmoud	PROPN
alkej-62	190	5	,	,	PUNCT
alkej-62	190	6	s	s	PART
alkej-62	190	7	.t	.t	PROPN
alkej-62	190	8	.	.	PUNCT
alkej-62	190	9	,	,	PUNCT
alkej-62	190	10	luti	luti	PROPN
alkej-62	190	11	,	,	PUNCT
alkej-62	190	12	k	k	PROPN
alkej-62	190	13	.j	.j	PROPN
alkej-62	190	14	.k	.k	PROPN
alkej-62	190	15	,	,	PUNCT
alkej-62	190	16	yonis	yonis	PROPN
alkej-62	190	17	r.	r.	PROPN
alkej-62	190	18	w.(2015	w.(2015	PROPN
alkej-62	190	19	)	)	PUNCT
alkej-62	190	20	.	.	PUNCT
alkej-62	191	1	enhancement	enhancement	NOUN
alkej-62	191	2	of	of	ADP
alkej-62	191	3	prodigiosin	prodigiosin	ADJ
alkej-62	191	4	production	production	NOUN
alkej-62	191	5	by	by	ADP
alkej-62	191	6	serratiamarcescenss23	serratiamarcescenss23	NOUN
alkej-62	191	7	via	via	ADP
alkej-62	191	8	introducing	introduce	VERB
alkej-62	191	9	microbial	microbial	ADJ
alkej-62	191	10	elicitor	elicitor	NOUN
alkej-62	191	11	cells	cell	NOUN
alkej-62	191	12	into	into	ADP
alkej-62	191	13	culture	culture	NOUN
alkej-62	191	14	medium	medium	NOUN
alkej-62	191	15	.	.	PUNCT
alkej-62	192	1	iraqi	iraqi	ADJ
alkej-62	192	2	journal	journal	PROPN
alkej-62	192	3	of	of	ADP
alkej-62	192	4	science	science	NOUN
alkej-62	192	5	,	,	PUNCT
alkej-62	192	6	56	56	NUM
alkej-62	192	7	,	,	PUNCT
alkej-62	192	8	(	(	PUNCT
alkej-62	192	9	3a	3a	NUM
alkej-62	192	10	)	)	PUNCT
alkej-62	192	11	,	,	PUNCT
alkej-62	192	12	pp	pp	ADP
alkej-62	192	13	:	:	PUNCT
alkej-62	192	14	1938	1938	NUM
alkej-62	192	15	-	-	SYM
alkej-62	192	16	1951	1951	NUM
alkej-62	192	17	.	.	PUNCT
alkej-62	193	1	[	[	X
alkej-62	193	2	19	19	NUM
alkej-62	193	3	]	]	X
alkej-62	193	4	kim	kim	PROPN
alkej-62	193	5	,	,	PUNCT
alkej-62	193	6	d.	d.	PROPN
alkej-62	193	7	,	,	PUNCT
alkej-62	193	8	kim	kim	PROPN
alkej-62	193	9	,	,	PUNCT
alkej-62	193	10	j.	j.	PROPN
alkej-62	193	11	f.	f.	PROPN
alkej-62	193	12	,	,	PUNCT
alkej-62	193	13	yim	yim	PROPN
alkej-62	193	14	,	,	PUNCT
alkej-62	193	15	j.	j.	PROPN
alkej-62	193	16	h.	h.	PROPN
alkej-62	193	17	,	,	PUNCT
alkej-62	193	18	kwon	kwon	PROPN
alkej-62	193	19	,	,	PUNCT
alkej-62	193	20	s.-k	s.-k	PROPN
alkej-62	193	21	.	.	PROPN
alkej-62	193	22	,	,	PUNCT
alkej-62	193	23	lee	lee	PROPN
alkej-62	193	24	,	,	PUNCT
alkej-62	193	25	c.	c.	PROPN
alkej-62	193	26	h.	h.	PROPN
alkej-62	193	27	and	and	CCONJ
alkej-62	193	28	lee	lee	PROPN
alkej-62	193	29	,	,	PUNCT
alkej-62	193	30	h.	h.	PROPN
alkej-62	193	31	k.	k.	PROPN
alkej-62	193	32	(	(	PUNCT
alkej-62	193	33	2008	2008	NUM
alkej-62	193	34	)	)	PUNCT
alkej-62	193	35	.	.	PUNCT
alkej-62	194	1	red	red	ADJ
alkej-62	194	2	to	to	ADP
alkej-62	194	3	redthe	redthe	PROPN
alkej-62	194	4	marine	marine	PROPN
alkej-62	194	5	bacterium	bacterium	NOUN
alkej-62	194	6	hahellachejuensisand	hahellachejuensisand	VERB
alkej-62	194	7	its	its	PRON
alkej-62	194	8	product	product	NOUN
alkej-62	194	9	prodigiosin	prodigiosin	VERB
alkej-62	194	10	for	for	ADP
alkej-62	194	11	mitigation	mitigation	NOUN
alkej-62	194	12	of	of	ADP
alkej-62	194	13	harmful	harmful	ADJ
alkej-62	194	14	algal	algal	ADJ
alkej-62	194	15	blooms.journal	blooms.journal	NOUN
alkej-62	194	16	of	of	ADP
alkej-62	194	17	microbiology	microbiology	NOUN
alkej-62	194	18	and	and	CCONJ
alkej-62	194	19	biotechnology	biotechnology	NOUN
alkej-62	194	20	,	,	PUNCT
alkej-62	194	21	18(10	18(10	NUM
alkej-62	194	22	)	)	PUNCT
alkej-62	194	23	,	,	PUNCT
alkej-62	194	24	1621	1621	NUM
alkej-62	194	25	-	-	SYM
alkej-62	194	26	1629	1629	NUM
alkej-62	194	27	.	.	PUNCT
alkej-62	195	1	[	[	X
alkej-62	195	2	20	20	NUM
alkej-62	195	3	]	]	X
alkej-62	195	4	[	[	X
alkej-62	195	5	20	20	NUM
alkej-62	195	6	]	]	X
alkej-62	195	7	dutka	dutka	PROPN
alkej-62	195	8	,	,	PUNCT
alkej-62	195	9	m.	m.	NOUN
alkej-62	195	10	,	,	PUNCT
alkej-62	195	11	ditaranto	ditaranto	PROPN
alkej-62	195	12	,	,	PUNCT
alkej-62	195	13	m.	m.	NOUN
alkej-62	195	14	,	,	PUNCT
alkej-62	195	15	and	and	CCONJ
alkej-62	195	16	løvås	løvås	NOUN
alkej-62	195	17	,	,	PUNCT
alkej-62	195	18	t.(2015	t.(2015	PROPN
alkej-62	195	19	)	)	PUNCT
alkej-62	195	20	.	.	PUNCT
alkej-62	196	1	application	application	NOUN
alkej-62	196	2	of	of	ADP
alkej-62	196	3	a	a	DET
alkej-62	196	4	central	central	ADJ
alkej-62	196	5	composite	composite	ADJ
alkej-62	196	6	design	design	NOUN
alkej-62	196	7	for	for	ADP
alkej-62	196	8	the	the	DET
alkej-62	196	9	study	study	NOUN
alkej-62	196	10	of	of	ADP
alkej-62	196	11	nox	nox	NOUN
alkej-62	196	12	emission	emission	NOUN
alkej-62	196	13	performance	performance	NOUN
alkej-62	196	14	of	of	ADP
alkej-62	196	15	a	a	DET
alkej-62	196	16	low	low	ADJ
alkej-62	196	17	nox	nox	NOUN
alkej-62	196	18	burner	burner	NOUN
alkej-62	196	19	.	.	PUNCT
alkej-62	197	1	energies	energy	NOUN
alkej-62	197	2	,	,	PUNCT
alkej-62	197	3	8	8	NUM
alkej-62	197	4	,	,	PUNCT
alkej-62	197	5	3606	3606	NUM
alkej-62	197	6	-	-	SYM
alkej-62	197	7	3627	3627	NUM
alkej-62	197	8	;	;	PUNCT
alkej-62	197	9	doi:10.3390	doi:10.3390	NOUN
alkej-62	197	10	/	/	SYM
alkej-62	197	11	en8053606	en8053606	ADJ
alkej-62	197	12	.	.	PUNCT
alkej-62	198	1	[	[	X
alkej-62	198	2	21	21	NUM
alkej-62	198	3	]	]	PUNCT
alkej-62	198	4	osorio	osorio	PROPN
alkej-62	198	5	nm	nm	PROPN
alkej-62	198	6	,	,	PUNCT
alkej-62	198	7	ferreira	ferreira	PROPN
alkej-62	198	8	-	-	PUNCT
alkej-62	198	9	dias	dias	PROPN
alkej-62	198	10	s	s	PROPN
alkej-62	198	11	,	,	PUNCT
alkej-62	198	12	gusmao	gusmao	PROPN
alkej-62	198	13	jh	jh	PROPN
alkej-62	198	14	,	,	PUNCT
alkej-62	198	15	fonseca	fonseca	PROPN
alkej-62	198	16	mmr	mmr	PROPN
alkej-62	198	17	(	(	PUNCT
alkej-62	198	18	2001	2001	NUM
alkej-62	198	19	)	)	PUNCT
alkej-62	198	20	response	response	NOUN
alkej-62	198	21	sura	sura	PROPN
alkej-62	198	22	jasem	jasem	PROPN
alkej-62	198	23	mohammed	mohammed	PROPN
alkej-62	198	24	al	al	PROPN
alkej-62	198	25	-	-	PUNCT
alkej-62	198	26	khwarizmi	khwarizmi	PROPN
alkej-62	198	27	engineering	engineering	NOUN
alkej-62	198	28	journal	journal	PROPN
alkej-62	198	29	,	,	PUNCT
alkej-62	198	30	vol	vol	NOUN
alkej-62	198	31	.	.	PROPN
alkej-62	198	32	14	14	NUM
alkej-62	198	33	,	,	PUNCT
alkej-62	198	34	no	no	INTJ
alkej-62	198	35	.	.	NOUN
alkej-62	198	36	4	4	NUM
alkej-62	198	37	,	,	PUNCT
alkej-62	198	38	p.p	p.p	PROPN
alkej-62	198	39	.	.	NOUN
alkej-62	198	40	92102	92102	NUM
alkej-62	198	41	(	(	PUNCT
alkej-62	198	42	2018	2018	NUM
alkej-62	198	43	)	)	PUNCT
alkej-62	198	44	101	101	NUM
alkej-62	198	45	surfacemodeling	surfacemodeling	NOUN
alkej-62	198	46	of	of	ADP
alkej-62	198	47	the	the	DET
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alkej-62	198	49	of	of	ADP
alkej-62	198	50	v-3	v-3	NOUN
alkej-62	198	51	polyunsaturated	polyunsaturate	VERB
alkej-62	198	52	fatty	fatty	NOUN
alkej-62	198	53	acids	acid	NOUN
alkej-62	198	54	-	-	PUNCT
alkej-62	198	55	enriched	enrich	VERB
alkej-62	198	56	fats	fat	NOUN
alkej-62	198	57	by	by	ADP
alkej-62	198	58	a	a	DET
alkej-62	198	59	commercial	commercial	ADJ
alkej-62	198	60	immobilized	immobilized	ADJ
alkej-62	198	61	lipase	lipase	NOUN
alkej-62	198	62	.	.	PUNCT
alkej-62	199	1	j	j	PROPN
alkej-62	199	2	molcatal	molcatal	PROPN
alkej-62	199	3	b	b	PROPN
alkej-62	199	4	enzym	enzym	VERB
alkej-62	199	5	11:677–686	11:677–686	PROPN
alkej-62	199	6	.	.	PUNCT
alkej-62	200	1	doi:10.1016	doi:10.1016	PROPN
alkej-62	200	2	/	/	SYM
alkej-62	200	3	s13811177(00)00156	s13811177(00)00156	PROPN
alkej-62	200	4	-	-	PUNCT
alkej-62	200	5	9	9	NUM
alkej-62	200	6	.	.	PUNCT
alkej-62	201	1	[	[	X
alkej-62	201	2	22	22	NUM
alkej-62	201	3	]	]	X
alkej-62	201	4	dey	dey	PROPN
alkej-62	201	5	g	g	PROPN
alkej-62	201	6	,	,	PUNCT
alkej-62	201	7	mitra	mitra	PROPN
alkej-62	201	8	a	a	PRON
alkej-62	201	9	,	,	PUNCT
alkej-62	201	10	banerjee	banerjee	PROPN
alkej-62	201	11	r	r	PROPN
alkej-62	201	12	,	,	PUNCT
alkej-62	201	13	maiti	maiti	NOUN
alkej-62	201	14	br	br	PROPN
alkej-62	201	15	(	(	PUNCT
alkej-62	201	16	2001	2001	NUM
alkej-62	201	17	)	)	PUNCT
alkej-62	201	18	enhanced	enhance	VERB
alkej-62	201	19	production	production	NOUN
alkej-62	201	20	of	of	ADP
alkej-62	201	21	amylase	amylase	NOUN
alkej-62	201	22	by	by	ADP
alkej-62	201	23	optimization	optimization	NOUN
alkej-62	201	24	of	of	ADP
alkej-62	201	25	nutritional	nutritional	ADJ
alkej-62	201	26	constituents	constituent	NOUN
alkej-62	201	27	using	use	VERB
alkej-62	201	28	response	response	NOUN
alkej-62	201	29	surface	surface	NOUN
alkej-62	201	30	methodology	methodology	NOUN
alkej-62	201	31	.	.	PUNCT
alkej-62	202	1	biochemeng	biochemeng	PROPN
alkej-62	202	2	j	j	PROPN
alkej-62	202	3	7:227–231	7:227–231	PROPN
alkej-62	202	4	.	.	PUNCT
alkej-62	203	1	doi:10.1016	doi:10.1016	PROPN
alkej-62	203	2	/	/	SYM
alkej-62	203	3	s1369	s1369	PROPN
alkej-62	203	4	703x(00)00139	703x(00)00139	PROPN
alkej-62	203	5	-	-	PUNCT
alkej-62	203	6	x	x	PUNCT
alkej-62	204	1	[	[	X
alkej-62	204	2	23	23	NUM
alkej-62	204	3	]	]	X
alkej-62	204	4	luti	luti	PROPN
alkej-62	204	5	k.	k.	PROPN
alkej-62	204	6	j.	j.	PROPN
alkej-62	204	7	k.	k.	PROPN
alkej-62	204	8	and	and	CCONJ
alkej-62	204	9	mavituna	mavituna	PROPN
alkej-62	204	10	,	,	PUNCT
alkej-62	204	11	f.(2011	f.(2011	ADJ
alkej-62	204	12	)	)	PUNCT
alkej-62	204	13	.	.	PUNCT
alkej-62	205	1	elicitation	elicitation	NOUN
alkej-62	205	2	of	of	ADP
alkej-62	205	3	streptomyces	streptomyce	NOUN
alkej-62	205	4	coelicolor	coelicolor	VERB
alkej-62	205	5	with	with	ADP
alkej-62	205	6	dead	dead	ADJ
alkej-62	205	7	cells	cell	NOUN
alkej-62	205	8	of	of	ADP
alkej-62	205	9	bacillus	bacillus	NOUN
alkej-62	205	10	subtilis	subtili	NOUN
alkej-62	205	11	and	and	CCONJ
alkej-62	205	12	staphylococcus	staphylococcus	NOUN
alkej-62	205	13	aureus	aureus	NOUN
alkej-62	205	14	in	in	ADP
alkej-62	205	15	a	a	DET
alkej-62	205	16	bioreactor	bioreactor	NOUN
alkej-62	205	17	increases	increase	VERB
alkej-62	205	18	production	production	NOUN
alkej-62	205	19	of	of	ADP
alkej-62	205	20	undecylprodigiosin	undecylprodigiosin	NOUN
alkej-62	205	21	.	.	PUNCT
alkej-62	206	1	biotechnological	biotechnological	ADJ
alkej-62	206	2	product	product	NOUN
alkej-62	206	3	and	and	CCONJ
alkej-62	206	4	process	process	NOUN
alkej-62	206	5	engineering	engineering	NOUN
alkej-62	206	6	.	.	PUNCT
alkej-62	207	1	90:461–466	90:461–466	NUM
alkej-62	207	2	.	.	PUNCT
alkej-62	207	3	)	)	PUNCT
alkej-62	207	4	2018	2018	NUM
alkej-62	207	5	(	(	PUNCT
alkej-62	207	6	92102	92102	NUM
alkej-62	207	7	،	،	NOUN
alkej-62	207	8	صفحة	صفحة	PROPN
alkej-62	207	9	4د	4د	PROPN
alkej-62	207	10	،	،	X
alkej-62	207	11	العد14دجلة	العد14دجلة	PROPN
alkej-62	207	12	الخوارزمي	الخوارزمي	PROPN
alkej-62	207	13	الهندسية	الهندسية	PROPN
alkej-62	207	14	المجلمسرى	المجلمسرى	PROPN
alkej-62	207	15	جاسم	جاسم	NOUN
alkej-62	207	16	محمد	محمد	PROPN
alkej-62	207	17	102	102	NUM
alkej-62	207	18	من	من	INTJ
alkej-62	207	19	عزله	عزله	ADJ
alkej-62	207	20	محليه	محليه	PROPN
alkej-62	207	21	لبكتريا	لبكتريا	NOUN
alkej-62	207	22	تحديد	تحديد	NOUN
alkej-62	207	23	الظروف	الظروف	PROPN
alkej-62	207	24	المثلى	المثلى	PROPN
alkej-62	207	25	للوسط	للوسط	PROPN
alkej-62	207	26	المنتج	المنتج	VERB
alkej-62	207	27	للبرودجيوسين	للبرودجيوسين	NOUN
alkej-62	207	28	serratia	serratia	PROPN
alkej-62	207	29	marcescens	marcescens	PROPN
alkej-62	207	30	الطريقه	الطريقه	PROPN
alkej-62	207	31	التقليديه	التقليديه	VERB
alkej-62	207	32	و	و	PRON
alkej-62	207	33	االحصائيهباستخدام	االحصائيهباستخدام	VERB
alkej-62	207	34	*	*	PUNCT
alkej-62	207	35	*	*	PUNCT
alkej-62	207	36	*	*	PROPN
alkej-62	207	37	خالد	خالد	ADJ
alkej-62	207	38	وليد	وليد	NOUN
alkej-62	207	39	حميد	حميد	VERB
alkej-62	207	40	*	*	PROPN
alkej-62	207	41	*	*	PUNCT
alkej-62	207	42	خالد	خالد	ADJ
alkej-62	207	43	جابر	جابر	ADJ
alkej-62	207	44	كاظم	كاظم	NOUN
alkej-62	207	45	*	*	PUNCT
alkej-62	207	46	سرى	سرى	NOUN
alkej-62	207	47	جاسم	جاسم	ADJ
alkej-62	207	48	محمد	محمد	PROPN
alkej-62	207	49	جامعه	جامعه	NOUN
alkej-62	207	50	بغداد	بغداد	PROPN
alkej-62	207	51	/كلية	/كلية	PROPN
alkej-62	207	52	الهندسه	الهندسه	PROPN
alkej-62	207	53	الخوارزمي	الخوارزمي	VERB
alkej-62	207	54	/الكيمياء	/الكيمياء	PUNCT
alkej-62	208	1	االحيائية	االحيائية	NOUN
alkej-62	208	2	الهندسه	الهندسه	PROPN
alkej-62	208	3	قسم	قسم	PROPN
alkej-62	209	1	*	*	PUNCT
alkej-62	209	2	,	,	PUNCT
alkej-62	209	3	*	*	PUNCT
alkej-62	209	4	*	*	PUNCT
alkej-62	209	5	*	*	PUNCT
alkej-62	209	6	جامعه	جامعه	NOUN
alkej-62	209	7	بغداد	بغداد	PROPN
alkej-62	209	8	/كليه	/كليه	ADP
alkej-62	209	9	العلوم	العلوم	PROPN
alkej-62	209	10	/ةت	/ةت	PUNCT
alkej-62	209	11	االحيائيقسم	االحيائيقسم	PROPN
alkej-62	209	12	التقنيا	التقنيا	PROPN
alkej-62	209	13	*	*	PROPN
alkej-62	209	14	*	*	PUNCT
alkej-62	209	15	sura.breig@yahoo.com*البريد	sura.breig@yahoo.com*البريد	ADJ
alkej-62	209	16	االلكتروني	االلكتروني	NOUN
alkej-62	209	17	:	:	PUNCT
alkej-62	209	18	khalidjaber@scbaghdad.edu.iq**البريد	khalidjaber@scbaghdad.edu.iq**البريد	PROPN
alkej-62	209	19	االلكتروني	االلكتروني	PROPN
alkej-62	209	20	:	:	PUNCT
alkej-62	209	21	yahoo.com74kwhameed@***البريد	yahoo.com74kwhameed@***البريد	NOUN
alkej-62	209	22	االلكتروني	االلكتروني	NOUN
alkej-62	209	23	:	:	PUNCT
alkej-62	209	24	الخالصة	الخالصة	PROPN
alkej-62	209	25	الصفات	الصفات	VERB
alkej-62	209	26	التي	التي	PROPN
alkej-62	209	27	تميز	تميز	PROPN
alkej-62	209	28	هذا	هذا	NOUN
alkej-62	209	29	الصبغه	الصبغه	PROPN
alkej-62	209	30	الحمراء	الحمراء	VERB
alkej-62	209	31	تحمل	تحمل	PROPN
alkej-62	209	32	صفات	صفات	PROPN
alkej-62	209	33	تؤهلها	تؤهلها	PROPN
alkej-62	209	34	لتكون	لتكون	VERB
alkej-62	209	35	ماده	ماده	PROPN
alkej-62	209	36	اوليه	اوليه	PROPN
alkej-62	209	37	في	في	SCONJ
alkej-62	209	38	الصناعة	الصناعة	PROPN
alkej-62	209	39	ومن	ومن	PROPN
alkej-62	209	40	اهمالبرودجيوسين	اهمالبرودجيوسين	PROPN
alkej-62	209	41	واحدا	واحدا	VERB
alkej-62	209	42	من	من	PRON
alkej-62	209	43	اهم	اهم	NOUN
alkej-62	209	44	المواد	المواد	NOUN
alkej-62	209	45	التي	التي	PROPN
alkej-62	209	46	يٌعد	يٌعد	PROPN
alkej-62	209	47	ت	ت	PROPN
alkej-62	209	48	الى	الى	PROPN
alkej-62	210	1	امكانيه	امكانيه	NOUN
alkej-62	210	2	الى	الى	VERB
alkej-62	211	1	ان	ان	ADV
alkej-62	211	2	العديد	العديد	ADV
alkej-62	211	3	من	من	INTJ
alkej-62	211	4	البحوث	البحوث	VERB
alkej-62	211	5	التي	التي	PROPN
alkej-62	211	6	اشار	اشار	PROPN
alkej-62	211	7	فضالً	فضالً	PROPN
alkej-62	211	8	عنهي	عنهي	VERB
alkej-62	211	9	فعاليتها	فعاليتها	NOUN
alkej-62	211	10	ضد	ضد	PROPN
alkej-62	212	1	العديد	العديد	ADV
alkej-62	212	2	من	من	PROPN
alkej-62	212	3	المايكروبات	المايكروبات	NOUN
alkej-62	212	4	s.marcescensالمايكروبيه	s.marcescensالمايكروبيه	ADV
alkej-62	212	5	المنتجه	المنتجه	INTJ
alkej-62	213	1	من	من	INTJ
alkej-62	213	2	قبل	قبل	NOUN
alkej-62	213	3	بكتريا	بكتريا	NOUN
alkej-62	213	4	ً	ً	NOUN
alkej-62	213	5	استخدامه	استخدامه	PROPN
alkej-62	213	6	كمثبط	كمثبط	ADV
alkej-62	213	7	ً	ً	PROPN
alkej-62	213	8	مناعي	مناعي	PROPN
alkej-62	213	9	ا	ا	X
alkej-62	213	10	الدراسة	الدراسة	PROPN
alkej-62	213	11	الحاليه	الحاليه	PROPN
alkej-62	213	12	صممت	صممت	PROPN
alkej-62	213	13	اليجاد	اليجاد	PROPN
alkej-62	213	14	الظروف	الظروف	NOUN
alkej-62	213	15	المثلى	المثلى	PROPN
alkej-62	213	16	النتاج	النتاج	PROPN
alkej-62	213	17	الصبغة	الصبغة	PROPN
alkej-62	213	18	الحمراء	الحمراء	PROPN
alkej-62	213	19	باستخدام	باستخدام	PROPN
alkej-62	213	20	الطريقة	الطريقة	NOUN
alkej-62	213	21	التقليدية	التقليدية	VERB
alkej-62	213	22	.لالورام	.لالورام	X
alkej-62	213	23	السرطانيه	السرطانيه	PROPN
alkej-62	213	24	اً	اً	PROPN
alkej-62	214	1	و	و	PRON
alkej-62	214	2	مضاد	مضاد	X
alkej-62	214	3	ا	ا	PRON
alkej-62	214	4	افضل	افضل	PROPN
alkej-62	214	5	نسبة	نسبة	NOUN
alkej-62	214	6	كربون	كربون	PROPN
alkej-62	214	7	و	و	PRON
alkej-62	214	8	60:40	60:40	NUM
alkej-62	214	9	أفضل	أفضل	NOUN
alkej-62	214	10	مصدر	مصدر	NOUN
alkej-62	214	11	نايتروجينيبوصفه	نايتروجينيبوصفه	NOUN
alkej-62	214	12	البيبتون	البيبتون	ADV
alkej-62	214	13	ن	ن	PRON
alkej-62	214	14	السكروز	السكروز	PROPN
alkej-62	214	15	يعد	يعد	PROPN
alkej-62	214	16	افضل	افضل	PROPN
alkej-62	214	17	مصدر	مصدر	PROPN
alkej-62	214	18	كربون	كربون	PROPN
alkej-62	214	19	والنتائج	والنتائج	NOUN
alkej-62	214	20	ا	ا	X
alkej-62	214	21	وقد	وقد	PROPN
alkej-62	214	22	بينتاليجاد	بينتاليجاد	PROPN
alkej-62	214	23	الظروف	الظروف	PROPN
alkej-62	214	24	المثلى	المثلى	PROPN
alkej-62	214	25	وتضمنت	وتضمنت	PROPN
alkej-62	214	26	الخطوة	الخطوة	PROPN
alkej-62	214	27	الثانية	الثانية	PROPN
alkej-62	214	28	أيجاد	أيجاد	PROPN
alkej-62	214	29	.	.	PUNCT
alkej-62	215	1	لتر	لتر	PROPN
alkej-62	215	2	/	/	SYM
alkej-62	215	3	ملغم	ملغم	PROPN
alkej-62	215	4	٣٦٥وكانت	٣٦٥وكانت	PROPN
alkej-62	215	5	االنتاجيه	االنتاجيه	VERB
alkej-62	215	6	في	في	ADP
alkej-62	215	7	نهاية	نهاية	PROPN
alkej-62	215	8	هذة	هذة	PROPN
alkej-62	215	9	الخطوة	الخطوة	PROPN
alkej-62	215	10	هي	هي	PROPN
alkej-62	215	11	افضل	افضل	PROPN
alkej-62	215	12	حجم	حجم	PROPN
alkej-62	215	13	لقاح	لقاح	PROPN
alkej-62	215	14	%	%	INTJ
alkej-62	215	15	٢ي	٢ي	PROPN
alkej-62	215	16	و	و	PRON
alkej-62	215	17	أفضل	أفضل	PROPN
alkej-62	215	18	رقم	رقم	ADJ
alkej-62	215	19	هيدروجين	هيدروجين	PROPN
alkej-62	215	20	٦,الى	٦,الى	NUM
alkej-62	215	21	نايتروجين	نايتروجين	ADP
alkej-62	215	22	o	o	NOUN
alkej-62	215	23	,	,	PUNCT
alkej-62	215	24	2h2·2caclى	2h2·2caclى	NUM
alkej-62	215	25	وكانت	وكانت	PROPN
alkej-62	215	26	النتائج	النتائج	PROPN
alkej-62	215	27	لتراكيز	لتراكيز	PROPN
alkej-62	215	28	االمالح	االمالح	PROPN
alkej-62	215	29	افضل	افضل	PROPN
alkej-62	215	30	التراكيز	التراكيز	PROPN
alkej-62	215	31	لالمالح	لالمالح	NOUN
alkej-62	215	32	الموجودة	الموجودة	NOUN
alkej-62	215	33	في	في	SCONJ
alkej-62	215	34	الوسط	الوسط	NOUN
alkej-62	215	35	بأستخدام	بأستخدام	VERB
alkej-62	215	36	الطريقة	الطريقة	NOUN
alkej-62	215	37	االحصائية	االحصائية	PROPN
alkej-62	215	38	اليجاد	اليجاد	PROPN
alkej-62	215	39	الظروف	الظروف	NOUN
alkej-62	215	40	المثل	المثل	NOUN
alkej-62	215	41	o2h7·4o	o2h7·4o	PROPN
alkej-62	215	42	,	,	PUNCT
alkej-62	215	43	mgso2h4·4fesoو	mgso2h4·4fesoو	NOUN
alkej-62	215	44	وg	وg	NOUN
alkej-62	215	45	/	/	SYM
alkej-62	215	46	l	l	NOUN
alkej-62	215	47	2.48	2.48	NUM
alkej-62	215	48	,	,	PUNCT
alkej-62	215	49	0.67	0.67	NUM
alkej-62	215	50	,	,	PUNCT
alkej-62	215	51	0.32	0.32	NUM
alkej-62	215	52	,	,	PUNCT
alkej-62	215	53	9.22	9.22	NUM
alkej-62	215	54	o2h4·4mnso	o2h4·4mnso	VERB
alkej-62	215	55	بينما	بينما	AUX
alkej-62	215	56	القيمة	القيمة	ADJ
alkej-62	215	57	لتر	لتر	PROPN
alkej-62	215	58	/ملغم	/ملغم	PUNCT
alkej-62	216	1	٤٠٦بالتتابع	٤٠٦بالتتابع	PROPN
alkej-62	216	2	والتي	والتي	PROPN
alkej-62	216	3	تعطي	تعطي	PROPN
alkej-62	216	4	انتاجية	انتاجية	PROPN
alkej-62	216	5	375الحقيقية	375الحقيقية	PROPN
alkej-62	216	6	لالنتاج	لالنتاج	NOUN
alkej-62	216	7	�	�	PROPN
alkej-62	217	1	في	في	ADP
alkej-62	217	2	وسط	وسط	PROPN
alkej-62	217	3	االنتاج	االنتاج	PROPN
alkej-62	217	4	المثالي	المثالي	PROPN
alkej-62	217	5	وغير	وغير	ADV
alkej-62	217	6	s.marcescensالخطوة	s.marcescensالخطوة	NOUN
alkej-62	217	7	االخيرة	االخيرة	PROPN
alkej-62	217	8	من	من	PRON
alkej-62	217	9	البحث	البحث	PROPN
alkej-62	217	10	تضمنت	تضمنت	PROPN
alkej-62	217	11	دراسة	دراسة	PROPN
alkej-62	217	12	القوة	القوة	PROPN
alkej-62	217	13	الحركية	الحركية	PROPN
alkej-62	218	1	لبكتريا	لبكتريا	PROPN
alkej-62	218	2	.لتر	.لتر	PROPN
alkej-62	218	3	/ملغم	/ملغم	PUNCT
alkej-62	219	1	12	12	NUM
alkej-62	219	2	ً	ً	NOUN
alkej-62	219	3	ناتج	ناتج	NOUN
alkej-62	219	4	دة	دة	PROPN
alkej-62	219	5	الى	الى	VERB
alkej-62	219	6	ان	ان	ADV
alkej-62	219	7	البروجيوسين	البروجيوسين	VERB
alkej-62	219	8	يعساعة	يعساعة	ADJ
alkej-62	219	9	باالضاف	باالضاف	PROPN
alkej-62	219	10	٥٤لتر	٥٤لتر	PROPN
alkej-62	219	11	بعد	بعد	PROPN
alkej-62	219	12	/ملغم	/ملغم	PUNCT
alkej-62	220	1	٣٦٥٫٧النتائج	٣٦٥٫٧النتائج	NOUN
alkej-62	220	2	ان	ان	ADP
alkej-62	220	3	اعلى	اعلى	PROPN
alkej-62	220	4	انتاجية	انتاجية	PROPN
alkej-62	220	5	لصبغة	لصبغة	NOUN
alkej-62	220	6	المثالي	المثالي	NOUN
alkej-62	220	7	وأظهرت	وأظهرت	NOUN
alkej-62	220	8	.	.	PUNCT
alkej-62	221	1	غير	غير	PROPN
alkej-62	221	2	متعلق	متعلق	VERB
alkej-62	221	3	بالنمو	بالنمو	NOUN
alkej-62	221	4	ا	ا	X