SlideShare a Scribd company logo
1 of 87
Download to read offline
Developing	scientific	data	visualizations	
for	non-specialist	audiences	
Jen	Christiansen
jchristiansen@sciam.com
@ChristiansenJen
www.ScientificAmerican.com
Developing	scientific	data	visualizations	
for	non-specialist	audiences	
Jen	Christiansen
jchristiansen@sciam.com
@ChristiansenJen
www.ScientificAmerican.com
1.	As	a	count	noun:	an	item	of	information;	a	datum;	a	set	of	data.
2.	As	a	mass	noun:
(Oxford	English	Dictionary)data, n.
b.	Computing.	Quantities,	characters,	or	symbols	on	
which	operations	are	performed	by	a	computer,	
considered	collectively.	
Also	(in	non-technical	contexts):	information	in	digital	form.
a. Related	items	of	(chiefly	numerical)	 information	
considered	collectively,	typically	obtained	by	scientific	work	
and	used	for	reference,	analysis,	or	calculation.
1.	The	action	or	fact	of	visualizing;	the	power	or	process	
of	forming	a	mental	picture	or	vision	of	something	not	actually	
present	to	the	sight;	a	picture	thus	formed.
(Oxford	English	Dictionary)visualization, n.
2. The	action	or	process	of	rendering	visible.
data	visualization
Information	(chiefly	numerical),	
made	visible.
data	visualization
Information	(chiefly	numerical),	
made	visible.
M(.%3:0-'%(*C,7'".$G*(1:"3',0$HK*
:0/"*#'+'I$";
0I+-30,-*3"&3"+"(-0-'%(+
!"#"(6)+3"')<"#),2
M(.%3:0-'%(*C,7'".$G*(1:"3',0$HK*
:0/"*#'+'I$";
0I+-30,-*3"&3"+"(-0-'%(+ .')130-'#"*'$$1+-30-'%(+
!"#"(6)+3"')<"#),2
Information	(chiefly	numerical),	
made	visible.
[content]
For	whom	and	why?
[context]
data	/	information
[content]
01/'"(,"*0(/*&13&%+"
?/,2#&2#@
/0-0*P*'(.%3:0-'%(
?/,2#&A#@
investigative	tool
Graphic	by	John	Snow	(~1854)
/,**32)/"#&(4&+3'#+(#,(7&&4+
N3%:*V',7"$$"*>(("*W%3X'(*"-*0$;*BY??;*ZF#0$10-'%(*%.*03-"3G*
#'+10$'20-'%(+*.%3*7"03-*/'+"0+"*/'0)(%+'+;[*!"""#$%&'(&)*+,'(#
,'#-+(.&/+0&*+,'#&'1#2,34.*5%#6%&47+)( ?C?BH@*BU]4BUSS
/,**32)/"#&(84&":)2>(2&9+(#,(738')/
N3%:*^_`6
&!3/"#&("2!()2+7)4&(7,73'"4("3!)&2/&+
Q30&7',*IG*50(*^'$$":*L1$&K*.%3*8)+5'*+9+)#:35%+)&'
/,**32)/"#&(4&+3'#+(#,(+#":&0,'!&4+
Q30&7',*IG*V%3'-2*=-".0("3K*N3%:*;,%/1#"),',3+)#<,%.3#6/,=&/#>+(?(#>54,%*@#ABCD
2,2#4"!)#),2"'(+#,41#&'')2>
Q30&7',*IG*_',7%$0+*N"$-%(*CABCA#<5/*%,'#>54,%*H
"4#)+#)/(&A74&++),2
Q30&7',*IG*=-".0('"*a%+0#",*Ca03-*D("*%.*E'#$75#>,&1H
"!6&4#)+)2>
Q30&7',*IG*!0#'/*V0+,70*.%3*MWV
?)2-,>4"70)/@
Q30&7',*IG*6%$1:(*N'#"*
Developing	scientific	data	visualizations	
for	non-specialist	audiences	
[context]
[content]
• basic	design	tips
• choosing	the	right	chart	type
• more	resources
• simple	edits	/	reframing
• moderate	reworks
• custom	solutions
organizing	your		[content]
customizing	for	a	different		[context]
http://bit.ly/LSU_jc1
design	tips
NASA's	Scientific	Visualization	Studio	
design	tips
Robert	Simmon
design	tips
design	tips
design	tips
He	removed	the	
frame	around	the	
graph	entirely—
it	flattens	the	
graphic	lessening	
the	difference	
between	
foreground	 and	
background.
design	tips
He	adjusted	the	
red,	neutral,	and	
blue	colors	so	that	
they’d	have	equal	
visual	weight.
design	tips
Moved	title	to	
the	upper-left	
corner	of	the	
frame:	where	
most	western	
viewers	will	
start	reading.
design	tips
Removed	
intermediate	
tick	marks	
and	some	
labels,	making	
the	remaining	
labels	easier	
to	read
design	tips
chart	choosers
Andrew	Abela	
http://bit.ly/LSU_jc4
chart	choosers
Severino	Ribecca	and	Jonathan	Schwabish	
http://bit.ly/LSU_jc5
chart	choosers
Severino	Ribecca
http://bit.ly/LSU_jc6
chart	choosers
Stephanie	Evergreen
http://bit.ly/LSU_jc7
more	resources
Cole	Nussbaumer	Knaflic http://bit.ly/LSU_jc8
Jorge	Camões	http://bit.ly/LSU_jc9
more	resources
Alberto	Cairo
http://bit.ly/LSU_jc10
more	resources
Andy	Kirk
http://bit.ly/LSU_jc11
b +':&$"*"/'-+*P*3".30:'()
b +70X"*%1-*$0I"$*803)%(
b 0//*.30:'()*-"E-*C.%,1+*0--"(-'%(H
b 0//*0((%-0-'%(+
/3+#,*)<)2>(-,4("(!)--&4&2#((?/,2#&A#@
b :%/"30-"*3"<%3X+
b 0//*01/'"(,"4+&",'.',*,%(-"E-
b ,%:I'("*%3*/'#'/"*"$":"(-+*
b 0//*01/'"(,"4+&",'.',*,%(-"E-
b ,%:I'("*%3*/'#'/"*"$":"(-+*
b ,1+-%:*+%$1-'%(+
b ,3"0-"*0*("<*#'+10$'20-'%(*.3%:*+,30-,7
b +70X"*%1-*$0I"$*803)%(
b 0//*.30:'()*-"E-*C.%,1+*0--"(-'%(H
b 0//*0((%-0-'%(+
b ,3"0-"*0*("<*#'+10$'20-'%(*.3%:*+,30-,7
• simple	edits	/	reframing
• shake	out	label	jargon
• add	framing	text	(focus	attention)
• add	annotations
customizing	for	a	different		[context]
reframing
By	T.	I.	M.	van	Werkhoven	et	al.,	“Analysis	of	1SWASP	
J140747.93−394542.6	eclipse	fine-structure:	hints	of	exomoons”
reframing
reframing
reframing
reframing
By	Kimberly	G	Noble	et	al.,	“Family	income,	parental	education	
and	brain	structure	in	children	and	adolescents”
reframing
By	Kimberly	G	Noble	et	al.,	“Family	income,	parental	education	
and	brain	structure	in	children	and	adolescents”
reframing
By	Tami	Tolpa	(brain	illustrations)	and	Amanda	Montañez	(graph)
4&-4"*)2>
reframing
By	F.	G.	Daura-Jorge	et	al.,	“The	structure	of	a	bottlenose	dolphin	 society	
is	coupled	to	a	unique	foraging	cooperation	with	artisanal	fishermen.”
reframing
reframing
reframing
By	Gao	Hu	et	al.,	“Mass	seasonal	bioflows	of	high-flying	 insect	migrants”
reframing
Jan	Willem	
Tulp	(charts)	
and	Jessica	
Huppi	
(insects)
reframing
Jan	Willem	
Tulp	(charts)	
and	Jessica	
Huppi	
(insects)
4&-4"*)2>
b +':&$"*"/'-+*P*3".30:'()
b +70X"*%1-*$0I"$*803)%(
b 0//*.30:'()*-"E-*C.%,1+*0--"(-'%(H
b 0//*0((%-0-'%(+
/3+#,*)<)2>(-,4("(!)--&4&2#((?/,2#&A#@
b :%/"30-"*3"<%3X+
b 0//*01/'"(,"4+&",'.',*,%(-"E-
b ,%:I'("*%3*/'#'/"*"$":"(-+*
b +':&$"*"/'-+*P*3".30:'()
b +70X"*%1-*$0I"$*803)%(
b 0//*.30:'()*-"E-*C.%,1+*0--"(-'%(H
b 0//*0((%-0-'%(+
By	Erich	D.	Jarvis	et	al.,	
“Whole-genome	
analyses	resolve	early	
branches	in	the	tree	of	
life	of	modern	birds”
rework
rework
Bradley	C.	Livezey	and	
Richard	L.	Zusi,	“Higher-
order	phylogeny	 of	modern	
birds	(Theropoda,	 Aves:	
Neornithes)	based	on	
comparative	anatomy.	II.
Analysis	and	discussion”
rework
rework
rework
rework
By	Benjamin	T.	Montet	and	Joshua	D.	Simon,	“KIC	
8462852	Faded	Throughout	 the	Kepler	Mission”
rework
By	Tiffany	Farrant-Gonzalez,	In	“Strange	News	From	
Another	Star,”	By	Kimberly	Cartier	and	Jason	T.	Wright
rework
By	Tiffany	Farrant-Gonzalez,	In	“Strange	News	From	
Another	Star,”	By	Kimberly	Cartier	and	Jason	T.	Wright
rework
By	Tiffany	Farrant-Gonzalez,	In	“Strange	News	From	
Another	Star,”	By	Kimberly	Cartier	and	Jason	T.	Wright
rework
rework
By	Daphna	Joel	et	al.,	“Sex	beyond	the	genitalia:	The	human	brain	mosaic”
rework
4&9,4:
b +':&$"*"/'-+*P*3".30:'()
b +70X"*%1-*$0I"$*803)%(
b 0//*.30:'()*-"E-*C.%,1+*0--"(-'%(H
b 0//*0((%-0-'%(+
/3+#,*)<)2>(-,4("(!)--&4&2#((?/,2#&A#@
b :%/"30-"*3"<%3X+
b 0//*01/'"(,"4+&",'.',*,%(-"E-
b ,%:I'("*%3*/'#'/"*"$":"(-+*
b +':&$"*"/'-+*P*3".30:'()
b +70X"*%1-*$0I"$*803)%(
b 0//*.30:'()*-"E-*C.%,1+*0--"(-'%(H
b 0//*0((%-0-'%(+
b :%/"30-"*3"<%3X+
b 0//*01/'"(,"4+&",'.',*,%(-"E-
b ,%:I'("*%3*/'#'/"*"$":"(-+*
b ,1+-%:*+%$1-'%(+
b ,3"0-"*0*("<*#'+10$'20-'%(*.3%:*+,30-,7
custom
By	Amy	T	Wang	et	al.,	“Association	between	industry	affiliation	and	position	on	
cardiovascular	risk	with	rosiglitazone:	cross	sectional	systematic	review”
custom
By	Amy	T	Wang	et	al.,	“Association	between	industry	affiliation	and	position	on	
cardiovascular	risk	with	rosiglitazone:	cross	sectional	systematic	review”
custom
/3+#,*
B)>34&(C;(D3*3'"#)6&(
/,2#"/#(2&#9,4:+(,-(
)2!)6)!3"'+$(-,4("''(
7")4+(,-(/'"++&+("2!(
9)#0)2(&"/0(/'"++;
E(F(9"4!("++)+#"2#+
G(F(!,/#,4+
H(F(234+&+
I(F(7"#)&2#+
D(F(/"4&>)6&4+(.6)+)#,4+5(
/3+#,*
WG*c;*M+"$$0*"-*0$;K*
Z6$%+"*F(,%1(-"3+*'(*
0*a"/'0-3',*^03/@*
V"0+13'()*N0,"4-%4
N0,"*a3%E':'-G*0(/*
V'E'()*a0--"3(+*<'-7*
^"030I$"*="(+%3+[
custom
Jan	Willem	Tulp
/3+#,*
customizing	for	a	different		[context]
How	to	proceed?
customizing	for	a	different		[context]
How	to	proceed?
• build	in	time	for	many	iterations
rework
By	Elizabeth	J.	Cassel	et	al.,	“Profile	of	a	paleo-
orogen:	High	topography	 across	the	present-day	
Basin	and	Range	from	40	to	23	Ma” Tiffany	Farrant-Gonzalez
Tiffany	Farrant-Gonzalez
By	Mary	Anne	Limbach	and	
Edwin	L.	Turner,	“Exoplanet	
Orbital	Eccentricity:	Multiplicity	
Relation	and	the	Solar	System” Tiffany	Farrant-Gonzalez
Tiffany	Farrant-Gonzalez
http://bit.ly/LSU_jc2
/3+#,*)<)2>(-,4("(!)--&4&2#((?/,2#&A#@
J,9(#,(74,/&&!K
b I1'$/*'(*-':"*.%3*:0(G*'-"30-'%(+
b $%%X*0-*G%13*,%(-"(-*<'-7*.3"+7*"G"+
b I1'$/*'(*-':"*.%3*:0(G*'-"30-'%(+
By	Yu	Cheng	et	al.,	“Distinct	Urinary	Metabolic	Profile	of	Human	Colorectal	Cancer”
/3+#,*)<)2>(-,4("(!)--&4&2#((?/,2#&A#@
J,9(#,(74,/&&!K
b I1'$/*'(*-':"*.%3*:0(G*'-"30-'%(+
b $%%X*0-*G%13*,%(-"(-*<'-7*.3"+7*"G"+
b I1'$/*'(*-':"*.%3*:0(G*'-"30-'%(+
b $%%X*0-*G%13*,%(-"(-*<'-7*.3"+7*"G"+
b*3":":I"3*-%*0+X**
L-,4(90,*("2!(901KM
Jen	Christiansen
jchristiansen@sciam.com
@ChristiansenJen
www.ScientificAmerican.com
more	resources
http://bit.ly/LSU_jc1
design-related	SA	blog	posts
http://bit.ly/LSU_jc2
http://bit.ly/LSU_jc3
http://bit.ly/LSU_jc4
chart	choosers
http://bit.ly/LSU_jc5
http://bit.ly/LSU_jc6
http://bit.ly/LSU_jc7
http://bit.ly/LSU_jc8
Excel-centric	books
http://bit.ly/LSU_jc9
http://bit.ly/LSU_jc10
other	great	books/websites
http://bit.ly/LSU_jc11
https://blogs.scientificamerican.com/sa-visual/data-
visualization-advice-for-scientists/
https://blogs.scientificamerican.com/sa-visual/how-to-
choose-the-form-of-an-infographic-it-s-all-about-
context/
https://blogs.scientificamerican.com/sa-visual/
https://extremepresentation.com/design/7-charts/
https://policyviz.com/2014/11/11/graphic-
continuum-desktop-version/
http://www.datavizcatalogue.com/index.html
http://stephanieevergreen.com/
http://www.storytellingwithdata.com/book/
https://excelcharts.com/
http://www.thefunctionalart.com/
http://www.visualisingdata.com/

More Related Content

Similar to Data visualization

Visual Analytics in Omics: why, what, how?
Visual Analytics in Omics: why, what, how?Visual Analytics in Omics: why, what, how?
Visual Analytics in Omics: why, what, how?Jan Aerts
 
Management Information System
Management Information System Management Information System
Management Information System MEKUANINT ABERA
 
Beyond Memorability: Visualization Recognition
Beyond Memorability: Visualization RecognitionBeyond Memorability: Visualization Recognition
Beyond Memorability: Visualization RecognitionYi Fu Lin
 
Visual Conversations
Visual ConversationsVisual Conversations
Visual ConversationsTony Hirst
 
ChemnitzDec2014.key.compressed
ChemnitzDec2014.key.compressedChemnitzDec2014.key.compressed
ChemnitzDec2014.key.compressedBrian Fisher
 
Search, Signals & Sense: An Analytics Fueled Vision
Search, Signals & Sense: An Analytics Fueled VisionSearch, Signals & Sense: An Analytics Fueled Vision
Search, Signals & Sense: An Analytics Fueled VisionSeth Grimes
 
数据可视化 概念案例方法 王成军 20140104
数据可视化 概念案例方法 王成军 20140104数据可视化 概念案例方法 王成军 20140104
数据可视化 概念案例方法 王成军 20140104Chengjun Wang
 
Data Visualization for Big Data: Experience from the Front Line
Data Visualization for Big Data: Experience from the Front LineData Visualization for Big Data: Experience from the Front Line
Data Visualization for Big Data: Experience from the Front LineRosa Romero Gómez, PhD
 
Building Effective Visualization Shiny WVF
Building Effective Visualization Shiny WVFBuilding Effective Visualization Shiny WVF
Building Effective Visualization Shiny WVFOlga Scrivner
 
A Characterization Of The Scientific Data Analysis Process. Revision 1
A Characterization Of The Scientific Data Analysis Process. Revision 1A Characterization Of The Scientific Data Analysis Process. Revision 1
A Characterization Of The Scientific Data Analysis Process. Revision 1Sean Flores
 
Rer Short.Devil.10.31.Final
Rer Short.Devil.10.31.FinalRer Short.Devil.10.31.Final
Rer Short.Devil.10.31.Finalrickemery58
 
Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense
Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common SenseDark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense
Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common SenseBoston Global Forum
 
Ed Fox on Learning Technologies
Ed Fox on Learning TechnologiesEd Fox on Learning Technologies
Ed Fox on Learning TechnologiesGardner Campbell
 
Network visualization for financial crime detection
Network visualization for financial crime detectionNetwork visualization for financial crime detection
Network visualization for financial crime detectionData Driven Innovation
 
Visual Analytics - Makingn Sense of Big Data
Visual Analytics - Makingn Sense of Big DataVisual Analytics - Makingn Sense of Big Data
Visual Analytics - Makingn Sense of Big DataKai Xu
 

Similar to Data visualization (20)

Visual Analytics in Omics: why, what, how?
Visual Analytics in Omics: why, what, how?Visual Analytics in Omics: why, what, how?
Visual Analytics in Omics: why, what, how?
 
Management Information System
Management Information System Management Information System
Management Information System
 
Beyond Memorability: Visualization Recognition
Beyond Memorability: Visualization RecognitionBeyond Memorability: Visualization Recognition
Beyond Memorability: Visualization Recognition
 
Data science
Data science Data science
Data science
 
Visual Conversations
Visual ConversationsVisual Conversations
Visual Conversations
 
Mini-Training: DataViz, data-driven documents and D3.js
Mini-Training: DataViz, data-driven documents and D3.jsMini-Training: DataViz, data-driven documents and D3.js
Mini-Training: DataViz, data-driven documents and D3.js
 
ChemnitzDec2014.key.compressed
ChemnitzDec2014.key.compressedChemnitzDec2014.key.compressed
ChemnitzDec2014.key.compressed
 
Chemnitz dec2014
Chemnitz dec2014Chemnitz dec2014
Chemnitz dec2014
 
Search, Signals & Sense: An Analytics Fueled Vision
Search, Signals & Sense: An Analytics Fueled VisionSearch, Signals & Sense: An Analytics Fueled Vision
Search, Signals & Sense: An Analytics Fueled Vision
 
数据可视化 概念案例方法 王成军 20140104
数据可视化 概念案例方法 王成军 20140104数据可视化 概念案例方法 王成军 20140104
数据可视化 概念案例方法 王成军 20140104
 
Data Visualization for Big Data: Experience from the Front Line
Data Visualization for Big Data: Experience from the Front LineData Visualization for Big Data: Experience from the Front Line
Data Visualization for Big Data: Experience from the Front Line
 
Data Science.pptx
Data Science.pptxData Science.pptx
Data Science.pptx
 
Building Effective Visualization Shiny WVF
Building Effective Visualization Shiny WVFBuilding Effective Visualization Shiny WVF
Building Effective Visualization Shiny WVF
 
A Characterization Of The Scientific Data Analysis Process. Revision 1
A Characterization Of The Scientific Data Analysis Process. Revision 1A Characterization Of The Scientific Data Analysis Process. Revision 1
A Characterization Of The Scientific Data Analysis Process. Revision 1
 
Rer Short.Devil.10.31.Final
Rer Short.Devil.10.31.FinalRer Short.Devil.10.31.Final
Rer Short.Devil.10.31.Final
 
Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense
Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common SenseDark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense
Dark, Beyond Deep: A Paradigm Shift to Cognitive AI with Humanlike Common Sense
 
BrightTALK - Semantic AI
BrightTALK - Semantic AI BrightTALK - Semantic AI
BrightTALK - Semantic AI
 
Ed Fox on Learning Technologies
Ed Fox on Learning TechnologiesEd Fox on Learning Technologies
Ed Fox on Learning Technologies
 
Network visualization for financial crime detection
Network visualization for financial crime detectionNetwork visualization for financial crime detection
Network visualization for financial crime detection
 
Visual Analytics - Makingn Sense of Big Data
Visual Analytics - Makingn Sense of Big DataVisual Analytics - Makingn Sense of Big Data
Visual Analytics - Makingn Sense of Big Data
 

Recently uploaded

How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17Celine George
 
MENTAL STATUS EXAMINATION format.docx
MENTAL     STATUS EXAMINATION format.docxMENTAL     STATUS EXAMINATION format.docx
MENTAL STATUS EXAMINATION format.docxPoojaSen20
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfakmcokerachita
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docxPoojaSen20
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxmanuelaromero2013
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...M56BOOKSTORE PRODUCT/SERVICE
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...Marc Dusseiller Dusjagr
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
Contemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptx
Contemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptxContemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptx
Contemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptxRoyAbrique
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsKarinaGenton
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxNirmalaLoungPoorunde1
 

Recently uploaded (20)

How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17How to Configure Email Server in Odoo 17
How to Configure Email Server in Odoo 17
 
MENTAL STATUS EXAMINATION format.docx
MENTAL     STATUS EXAMINATION format.docxMENTAL     STATUS EXAMINATION format.docx
MENTAL STATUS EXAMINATION format.docx
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
Class 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdfClass 11 Legal Studies Ch-1 Concept of State .pdf
Class 11 Legal Studies Ch-1 Concept of State .pdf
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docx
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
Staff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSDStaff of Color (SOC) Retention Efforts DDSD
Staff of Color (SOC) Retention Efforts DDSD
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptx
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
KSHARA STURA .pptx---KSHARA KARMA THERAPY (CAUSTIC THERAPY)————IMP.OF KSHARA ...
 
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
Contemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptx
Contemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptxContemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptx
Contemporary philippine arts from the regions_PPT_Module_12 [Autosaved] (1).pptx
 
9953330565 Low Rate Call Girls In Rohini Delhi NCR
9953330565 Low Rate Call Girls In Rohini  Delhi NCR9953330565 Low Rate Call Girls In Rohini  Delhi NCR
9953330565 Low Rate Call Girls In Rohini Delhi NCR
 
Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its Characteristics
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptx
 

Data visualization