SlideShare una empresa de Scribd logo
1 de 62
APRIL 29, 2014
DATA
VISUALIZATION
AMANDA MAKULEC | ERICA NYBRO
APLIC 2014
[IMPACT | INTRIGUE | VALUE ADD]
DATA NEWBIES
TO
DATA NINJAS
VISUALIZATION TO
TELL A STORY
AMPLIFY YOUR REACH
MAKE DECISIONS
THE VISUALIZATION PROCESS
IDENTIFY YOUR
AUDIENCE &
CONTEXT
FIND THE STORY
IN YOUR DATA
BUILD YOUR
VISUALIZATION
DISSEMINATE,
SHARE & USE
WHAT?
DATA
WHAT INFORMATION DO
YOU HAVE TO SHARE?
WHO?
AUDIENCE
WHO ARE YOU TRYING TO REACH
WITH YOUR INFORMATION?
WHO?
AUDIENCE
• LITERACY
• NUMERIC/DATA LITERACY
• EDUCATION
WHO?
AUDIENCE
JOB FUNCTION
• POLICY MAKERS
• PROGRAM MANAGERS
• RESEARCHERS/ACADEMICS
• FUNDERS
• JOURNALISTS
• GENERAL PUBLIC
WHY?
WHAT IS THEIR CONTEXT?
WHO ARE THE STAKEHOLDERS?
WHAT INFO DO THEY NEED?
HOW WILL THEY USE IT?
WHY DO THEY CARE? WHAT IS THE OBJECTIVE?
* a note on politics and perspective
WHO?
AUDIENCE EXAMPLE
Data available: population and
urbanization in all countries
International Donor working in Urban
Health
Objective: Effective use of funds for big
impact
Data need: Where is urban health a big
challenge? Where is there a service gap?
FIND YOUR
DATA STORY
WHAT’S THE STORY?
LOOK FOR…
• Trends
• Ranges
• Patterns
• Comparisons
• Surprises
WHAT’S THE STORY?
AN EXAMPLE
• Audience
• Context
• Story
TIPS:
• Sort your
data different
ways
• Play with
graphs/charts
to find
patterns
WHAT’S THE STORY?
ONCE YOU HAVE YOUR
STORY CONCEPT
• Tweak for your audience
• Write a short headline to summarize your story
• What do you want your audience to take
away? Is there an action point?
An increase in child
malnutrition in
Egypt coincides
with the Avian Flu
outbreak of 2006.
We hope to see this
trend reverse in
2014.
WHAT’S THE STORY?
BUILDING A
VISUALIZATION
THE BASICS
AN EXAMPLE OF WHAT NOT TO DO
AN EXAMPLE OF WHAT NOT TO DO #2
WHAT WE DO WANT
YOUR GOAL: SHARING A MESSAGE
THE USER EXPLORES
YOUR DATA AND CAN
DRAW THEIR OWN
CONCLUSIONS.
YOU DECIDE THE
STORY AND THE
MESSAGE, GUIDING
YOUR READER.
YOUR GOAL: PROMOTING EXPLORATION
UNDERSTAND THE STORY YOU WANT TO TELL
THINK ABOUT HOW YOU WANT TO VISUALIZE THAT STORY
CHART OR GRAPH?
INFOGRAPHIC?
FLOW CHART?
WHAT’S YOUR “AH HA!”
MOMENT FOR YOUR
AUDIENCE?
START WITH A SKETCH
Sketch to start…
and you’ll work your way
to something beautiful.
A STARTING GUIDE TO CHOOSING A CHART TYPE
CHART CHOOSER 2.O (JUICE LABS)
BEYOND THE BAR CHART: SOME IDEAS
tree map network map bubble chart
JUST SAY NO TO PIE CHARTS
DESIGN
CREATING
FUNCTIONAL
ART
DRAW ATTENTION TO WHAT’S IMPORTANT: PREATTENTIVE ATTRIBUTES
DRAW ATTENTION TO WHAT’S IMPORTANT: GESTALT PRINCIPLES
COLOR | SHAPES | SIZE
MAPS | SHADING
NUMBERS | SHORT TEXT
TIMELINE
MOBILE
TRADITIONAL GRAPHS AND CHARTS
A GUT-CHECK FOR VIZ
JunkCharts Trifecta Checkup
What is the
practical
question?
What does
the data
say?
What does
the chart
say?
A RANDOM EXAMPLE
SKETCH TIME
AN ACTIVITY
AN EXAMPLE
INSTRUCTIONS
1. Find a partner.
2. Review your data tables.
3. Sketch your viz for the
audience that you’ve been
assigned.
A STARTING GUIDE TO CHOOSING A CHART TYPE
TAILORING YOUR
DATA VIZ
TO A SPECIFIC
AUDIENCE
AND CONTEXT
AN EXAMPLE
FROM THE
TANZANIA 2010
DEMOGRAPHIC
AND HEALTH
SURVEY
ACTIVITY
Example 1:
A condom
distributor in
Tanzania wants to
improve marketing
and asks: who are
the main users of
condoms in
Tanzania?
EXAMPLE 1
VERSION 1
EXAMPLE 1
VERSION 2
EXAMPLE 1
ATTEMPT 3
EXAMPLE 1
ATTEMPT 4
AN ACTIVITY
SHARING TIME
AN EXAMPLE
DATA VIZ
RESOURCES
PROCESS
RESOURCES
WHERE TO FIND…
BOOKS & ARTICLES
EXAMPLES
TOOLS
COMMUNITIES
BOOKS
PEOPLE TO READ
Stephen Few
Show Me the
Numbers
Edward Tufte
The Visual Display
of Quantitative
Information
Alberto Cairo
The Functional Art:
An Introduction to
Information
Graphics
Cole
Nussbaumer
Storytelling
withdata.com
ARTICLES
NEW DIRECTIONS IN
EVALUATION
TOOLS
COLOR-HEX
COLOR ORACLE
COLOR BREWER Simple tool for picking palettes
Originally for maps
Simulates color blindness
Great for checking your viz
Technical info on color models
Generates CSS codes
TOOLS
INFOGR.AM
TOOLS
PIKTOCHART
TOOLS
EASEL.LY
TOOLS
TABLEAU 8.1
BUT A WORD OF CAUTION…
Just because you can built a graph doesn’t mean it’s the right fit.
NETWORK MAPS
GEPHI
NODE XL
UCINET
COMMUNITIES
DATAVIZHUB.CO
COMMUNITIES
QUESTIONS
APLIC

Más contenido relacionado

Destacado

Repzo presentation
Repzo presentationRepzo presentation
Repzo presentationHassan Atmeh
 
The roles of warm up
The roles of warm upThe roles of warm up
The roles of warm upYo Yo
 
Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...
Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...
Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...IJIR JOURNALS IJIRUSA
 
Ijirsm amrutha-s-efficient-complaint-registration-to-government-bodies
Ijirsm amrutha-s-efficient-complaint-registration-to-government-bodiesIjirsm amrutha-s-efficient-complaint-registration-to-government-bodies
Ijirsm amrutha-s-efficient-complaint-registration-to-government-bodiesIJIR JOURNALS IJIRUSA
 
Final exam review game (5) (2)
Final exam review game (5) (2)Final exam review game (5) (2)
Final exam review game (5) (2)Sharoyal Nicole
 
laxman final new cv
laxman final new cvlaxman final new cv
laxman final new cvLaxman Das
 
Sharing Promising Practices Internally and Externally: Lessons Learned from PCI
Sharing Promising Practices Internally and Externally: Lessons Learned from PCISharing Promising Practices Internally and Externally: Lessons Learned from PCI
Sharing Promising Practices Internally and Externally: Lessons Learned from PCIAPLICwebmaster
 
Ijiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systems
Ijiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systemsIjiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systems
Ijiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systemsIJIR JOURNALS IJIRUSA
 
Show and tell : Hinari
Show and tell : HinariShow and tell : Hinari
Show and tell : HinariAPLICwebmaster
 
Astrologer, Vastu & Fengshui consultant
Astrologer, Vastu & Fengshui consultantAstrologer, Vastu & Fengshui consultant
Astrologer, Vastu & Fengshui consultantSanjeev166
 
Improving awareness pescador san diego air & space museum
Improving awareness  pescador san diego air & space museumImproving awareness  pescador san diego air & space museum
Improving awareness pescador san diego air & space museumAPLICwebmaster
 

Destacado (11)

Repzo presentation
Repzo presentationRepzo presentation
Repzo presentation
 
The roles of warm up
The roles of warm upThe roles of warm up
The roles of warm up
 
Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...
Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...
Ijirsm choudhari-priyanka-backup-and-restore-in-smartphone-using-mobile-cloud...
 
Ijirsm amrutha-s-efficient-complaint-registration-to-government-bodies
Ijirsm amrutha-s-efficient-complaint-registration-to-government-bodiesIjirsm amrutha-s-efficient-complaint-registration-to-government-bodies
Ijirsm amrutha-s-efficient-complaint-registration-to-government-bodies
 
Final exam review game (5) (2)
Final exam review game (5) (2)Final exam review game (5) (2)
Final exam review game (5) (2)
 
laxman final new cv
laxman final new cvlaxman final new cv
laxman final new cv
 
Sharing Promising Practices Internally and Externally: Lessons Learned from PCI
Sharing Promising Practices Internally and Externally: Lessons Learned from PCISharing Promising Practices Internally and Externally: Lessons Learned from PCI
Sharing Promising Practices Internally and Externally: Lessons Learned from PCI
 
Ijiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systems
Ijiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systemsIjiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systems
Ijiret ashwini-kc-deadlock-detection-in-homogeneous-distributed-database-systems
 
Show and tell : Hinari
Show and tell : HinariShow and tell : Hinari
Show and tell : Hinari
 
Astrologer, Vastu & Fengshui consultant
Astrologer, Vastu & Fengshui consultantAstrologer, Vastu & Fengshui consultant
Astrologer, Vastu & Fengshui consultant
 
Improving awareness pescador san diego air & space museum
Improving awareness  pescador san diego air & space museumImproving awareness  pescador san diego air & space museum
Improving awareness pescador san diego air & space museum
 

Similar a APLIC 2014 - Impact? Intrigue? Value-add? The ins and outs of Data Visualization

Designing Data Visualization
Designing Data VisualizationDesigning Data Visualization
Designing Data VisualizationFITC
 
My Design Process
My Design Process My Design Process
My Design Process Gary Henkle
 
A data visualisation story - top tips from the Guardian Masterclass. Creative...
A data visualisation story - top tips from the Guardian Masterclass. Creative...A data visualisation story - top tips from the Guardian Masterclass. Creative...
A data visualisation story - top tips from the Guardian Masterclass. Creative...CharityComms
 
Principles of data visualisation 2021
Principles of data visualisation 2021Principles of data visualisation 2021
Principles of data visualisation 2021Marié Roux
 
principlesofdatavisualisation2021-210407141546.pdf
principlesofdatavisualisation2021-210407141546.pdfprinciplesofdatavisualisation2021-210407141546.pdf
principlesofdatavisualisation2021-210407141546.pdfKarteekMane1
 
Creating a Digital New Normal with Social, Design, Blogs, Online Events and More
Creating a Digital New Normal with Social, Design, Blogs, Online Events and MoreCreating a Digital New Normal with Social, Design, Blogs, Online Events and More
Creating a Digital New Normal with Social, Design, Blogs, Online Events and MoreAlex Field
 
What is Civic Tech: Toward finalizing a basic framework so that we can move o...
What is Civic Tech: Toward finalizing a basic framework so that we can move o...What is Civic Tech: Toward finalizing a basic framework so that we can move o...
What is Civic Tech: Toward finalizing a basic framework so that we can move o...mysociety
 
A field guide to civic tech
A field guide to civic techA field guide to civic tech
A field guide to civic techMatt Stempeck
 
Curating an Effective Digital Research Presence - Nicola Osborne, EDINA
Curating an Effective Digital Research Presence - Nicola Osborne, EDINACurating an Effective Digital Research Presence - Nicola Osborne, EDINA
Curating an Effective Digital Research Presence - Nicola Osborne, EDINANicola Osborne
 
Principles of data visualisation 2020
Principles of data visualisation 2020Principles of data visualisation 2020
Principles of data visualisation 2020Marié Roux
 
Experience Mapping Workshop Interaction South America 2014
Experience Mapping Workshop Interaction South America 2014Experience Mapping Workshop Interaction South America 2014
Experience Mapping Workshop Interaction South America 2014John Labriola
 
Parcos_Curator v1.pdf
Parcos_Curator v1.pdfParcos_Curator v1.pdf
Parcos_Curator v1.pdfParCosProject
 
Introduction to Data Science.pptx
Introduction to Data Science.pptxIntroduction to Data Science.pptx
Introduction to Data Science.pptxPerumalPitchandi
 
Innovation and Futures Thinking - Are you Leading or Following?
Innovation and Futures Thinking - Are you Leading or Following? Innovation and Futures Thinking - Are you Leading or Following?
Innovation and Futures Thinking - Are you Leading or Following? Jane Vita
 
Innnovation and Futures Thinking - ISA16 - Cordoba
Innnovation and Futures Thinking - ISA16 - CordobaInnnovation and Futures Thinking - ISA16 - Cordoba
Innnovation and Futures Thinking - ISA16 - CordobaRicardo Brito
 
Infographic evernote
Infographic evernoteInfographic evernote
Infographic evernoteaswinehart
 

Similar a APLIC 2014 - Impact? Intrigue? Value-add? The ins and outs of Data Visualization (20)

Designing Data Visualization
Designing Data VisualizationDesigning Data Visualization
Designing Data Visualization
 
My Design Process
My Design Process My Design Process
My Design Process
 
A data visualisation story - top tips from the Guardian Masterclass. Creative...
A data visualisation story - top tips from the Guardian Masterclass. Creative...A data visualisation story - top tips from the Guardian Masterclass. Creative...
A data visualisation story - top tips from the Guardian Masterclass. Creative...
 
Principles of data visualisation 2021
Principles of data visualisation 2021Principles of data visualisation 2021
Principles of data visualisation 2021
 
principlesofdatavisualisation2021-210407141546.pdf
principlesofdatavisualisation2021-210407141546.pdfprinciplesofdatavisualisation2021-210407141546.pdf
principlesofdatavisualisation2021-210407141546.pdf
 
Creating a Digital New Normal with Social, Design, Blogs, Online Events and More
Creating a Digital New Normal with Social, Design, Blogs, Online Events and MoreCreating a Digital New Normal with Social, Design, Blogs, Online Events and More
Creating a Digital New Normal with Social, Design, Blogs, Online Events and More
 
What is Civic Tech: Toward finalizing a basic framework so that we can move o...
What is Civic Tech: Toward finalizing a basic framework so that we can move o...What is Civic Tech: Toward finalizing a basic framework so that we can move o...
What is Civic Tech: Toward finalizing a basic framework so that we can move o...
 
A field guide to civic tech
A field guide to civic techA field guide to civic tech
A field guide to civic tech
 
Curating an Effective Digital Research Presence - Nicola Osborne, EDINA
Curating an Effective Digital Research Presence - Nicola Osborne, EDINACurating an Effective Digital Research Presence - Nicola Osborne, EDINA
Curating an Effective Digital Research Presence - Nicola Osborne, EDINA
 
Principles of data visualisation 2020
Principles of data visualisation 2020Principles of data visualisation 2020
Principles of data visualisation 2020
 
Dataviz 101: Data is beautiful, please don't ruin it by Anne-Marie Tousch, Se...
Dataviz 101: Data is beautiful, please don't ruin it by Anne-Marie Tousch, Se...Dataviz 101: Data is beautiful, please don't ruin it by Anne-Marie Tousch, Se...
Dataviz 101: Data is beautiful, please don't ruin it by Anne-Marie Tousch, Se...
 
Experience Mapping Workshop Interaction South America 2014
Experience Mapping Workshop Interaction South America 2014Experience Mapping Workshop Interaction South America 2014
Experience Mapping Workshop Interaction South America 2014
 
Parcos_Curator v1.pdf
Parcos_Curator v1.pdfParcos_Curator v1.pdf
Parcos_Curator v1.pdf
 
Parcos_Curator v1.pdf
Parcos_Curator v1.pdfParcos_Curator v1.pdf
Parcos_Curator v1.pdf
 
Data Science Intro.pptx
Data Science Intro.pptxData Science Intro.pptx
Data Science Intro.pptx
 
Introduction to Data Science.pptx
Introduction to Data Science.pptxIntroduction to Data Science.pptx
Introduction to Data Science.pptx
 
Audience Lessons
Audience LessonsAudience Lessons
Audience Lessons
 
Innovation and Futures Thinking - Are you Leading or Following?
Innovation and Futures Thinking - Are you Leading or Following? Innovation and Futures Thinking - Are you Leading or Following?
Innovation and Futures Thinking - Are you Leading or Following?
 
Innnovation and Futures Thinking - ISA16 - Cordoba
Innnovation and Futures Thinking - ISA16 - CordobaInnnovation and Futures Thinking - ISA16 - Cordoba
Innnovation and Futures Thinking - ISA16 - Cordoba
 
Infographic evernote
Infographic evernoteInfographic evernote
Infographic evernote
 

Más de APLICwebmaster

NIH Biosketch & Federal Public Access Policies
NIH Biosketch & Federal Public Access PoliciesNIH Biosketch & Federal Public Access Policies
NIH Biosketch & Federal Public Access PoliciesAPLICwebmaster
 
Developing New Services in Science Libraries
Developing New Services in Science LibrariesDeveloping New Services in Science Libraries
Developing New Services in Science LibrariesAPLICwebmaster
 
"You did that with PowerPoint?!"
"You did that with PowerPoint?!""You did that with PowerPoint?!"
"You did that with PowerPoint?!"APLICwebmaster
 
Adding valuethroughdatacuration
Adding valuethroughdatacurationAdding valuethroughdatacuration
Adding valuethroughdatacurationAPLICwebmaster
 
Adding value : the foundation on which to build community
Adding value : the foundation on which to build communityAdding value : the foundation on which to build community
Adding value : the foundation on which to build communityAPLICwebmaster
 
Terra Populus: Integrated Data on Population and Environment
Terra Populus: Integrated Data on Population and EnvironmentTerra Populus: Integrated Data on Population and Environment
Terra Populus: Integrated Data on Population and EnvironmentAPLICwebmaster
 
APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...
APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...
APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...APLICwebmaster
 
APLIC 2014 - Social Observatories Coordinating Network
APLIC 2014 - Social Observatories Coordinating NetworkAPLIC 2014 - Social Observatories Coordinating Network
APLIC 2014 - Social Observatories Coordinating NetworkAPLICwebmaster
 
APLIC 2014 - Sharing IS the point
APLIC 2014 - Sharing IS the pointAPLIC 2014 - Sharing IS the point
APLIC 2014 - Sharing IS the pointAPLICwebmaster
 
APLIC 2014 - Douglas MacFadden on Harvard Catalyst
APLIC 2014 - Douglas MacFadden on Harvard CatalystAPLIC 2014 - Douglas MacFadden on Harvard Catalyst
APLIC 2014 - Douglas MacFadden on Harvard CatalystAPLICwebmaster
 
APLIC 2014 - The Value of Corporate Libraries
APLIC 2014 - The Value of Corporate LibrariesAPLIC 2014 - The Value of Corporate Libraries
APLIC 2014 - The Value of Corporate LibrariesAPLICwebmaster
 
APLIC 2014 - HINARI experience in Bangladesh
APLIC 2014 - HINARI experience in BangladeshAPLIC 2014 - HINARI experience in Bangladesh
APLIC 2014 - HINARI experience in BangladeshAPLICwebmaster
 
APLIC 2014 - Beth Kantor on Content Curation
APLIC 2014 - Beth Kantor on Content CurationAPLIC 2014 - Beth Kantor on Content Curation
APLIC 2014 - Beth Kantor on Content CurationAPLICwebmaster
 
APLIC 2014 - Dataverse Project
APLIC 2014 - Dataverse ProjectAPLIC 2014 - Dataverse Project
APLIC 2014 - Dataverse ProjectAPLICwebmaster
 

Más de APLICwebmaster (14)

NIH Biosketch & Federal Public Access Policies
NIH Biosketch & Federal Public Access PoliciesNIH Biosketch & Federal Public Access Policies
NIH Biosketch & Federal Public Access Policies
 
Developing New Services in Science Libraries
Developing New Services in Science LibrariesDeveloping New Services in Science Libraries
Developing New Services in Science Libraries
 
"You did that with PowerPoint?!"
"You did that with PowerPoint?!""You did that with PowerPoint?!"
"You did that with PowerPoint?!"
 
Adding valuethroughdatacuration
Adding valuethroughdatacurationAdding valuethroughdatacuration
Adding valuethroughdatacuration
 
Adding value : the foundation on which to build community
Adding value : the foundation on which to build communityAdding value : the foundation on which to build community
Adding value : the foundation on which to build community
 
Terra Populus: Integrated Data on Population and Environment
Terra Populus: Integrated Data on Population and EnvironmentTerra Populus: Integrated Data on Population and Environment
Terra Populus: Integrated Data on Population and Environment
 
APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...
APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...
APLIC 2014 - Building a Technical Knowledge Hub: Applying library science to ...
 
APLIC 2014 - Social Observatories Coordinating Network
APLIC 2014 - Social Observatories Coordinating NetworkAPLIC 2014 - Social Observatories Coordinating Network
APLIC 2014 - Social Observatories Coordinating Network
 
APLIC 2014 - Sharing IS the point
APLIC 2014 - Sharing IS the pointAPLIC 2014 - Sharing IS the point
APLIC 2014 - Sharing IS the point
 
APLIC 2014 - Douglas MacFadden on Harvard Catalyst
APLIC 2014 - Douglas MacFadden on Harvard CatalystAPLIC 2014 - Douglas MacFadden on Harvard Catalyst
APLIC 2014 - Douglas MacFadden on Harvard Catalyst
 
APLIC 2014 - The Value of Corporate Libraries
APLIC 2014 - The Value of Corporate LibrariesAPLIC 2014 - The Value of Corporate Libraries
APLIC 2014 - The Value of Corporate Libraries
 
APLIC 2014 - HINARI experience in Bangladesh
APLIC 2014 - HINARI experience in BangladeshAPLIC 2014 - HINARI experience in Bangladesh
APLIC 2014 - HINARI experience in Bangladesh
 
APLIC 2014 - Beth Kantor on Content Curation
APLIC 2014 - Beth Kantor on Content CurationAPLIC 2014 - Beth Kantor on Content Curation
APLIC 2014 - Beth Kantor on Content Curation
 
APLIC 2014 - Dataverse Project
APLIC 2014 - Dataverse ProjectAPLIC 2014 - Dataverse Project
APLIC 2014 - Dataverse Project
 

Último

Chemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdfChemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdfSumit Kumar yadav
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxMohamedFarag457087
 
Grade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsGrade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsOrtegaSyrineMay
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticssakshisoni2385
 
An introduction on sequence tagged site mapping
An introduction on sequence tagged site mappingAn introduction on sequence tagged site mapping
An introduction on sequence tagged site mappingadibshanto115
 
Exploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdfExploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdfrohankumarsinghrore1
 
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...Scintica Instrumentation
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryAlex Henderson
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)Areesha Ahmad
 
Velocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.pptVelocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.pptRakeshMohan42
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformationAreesha Ahmad
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsSérgio Sacani
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusNazaninKarimi6
 
300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptxryanrooker
 
The Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptxThe Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptxseri bangash
 
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort ServiceCall Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort Serviceshivanisharma5244
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIADr. TATHAGAT KHOBRAGADE
 
Stages in the normal growth curve
Stages in the normal growth curveStages in the normal growth curve
Stages in the normal growth curveAreesha Ahmad
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 

Último (20)

Chemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdfChemistry 5th semester paper 1st Notes.pdf
Chemistry 5th semester paper 1st Notes.pdf
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptx
 
Site Acceptance Test .
Site Acceptance Test                    .Site Acceptance Test                    .
Site Acceptance Test .
 
Grade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsGrade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its Functions
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
 
An introduction on sequence tagged site mapping
An introduction on sequence tagged site mappingAn introduction on sequence tagged site mapping
An introduction on sequence tagged site mapping
 
Exploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdfExploring Criminology and Criminal Behaviour.pdf
Exploring Criminology and Criminal Behaviour.pdf
 
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 
Velocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.pptVelocity and Acceleration PowerPoint.ppt
Velocity and Acceleration PowerPoint.ppt
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformation
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virus
 
300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx300003-World Science Day For Peace And Development.pptx
300003-World Science Day For Peace And Development.pptx
 
The Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptxThe Mariana Trench remarkable geological features on Earth.pptx
The Mariana Trench remarkable geological features on Earth.pptx
 
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort ServiceCall Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
 
Stages in the normal growth curve
Stages in the normal growth curveStages in the normal growth curve
Stages in the normal growth curve
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 

APLIC 2014 - Impact? Intrigue? Value-add? The ins and outs of Data Visualization