SlideShare une entreprise Scribd logo
1  sur  29
Télécharger pour lire hors ligne
Data Visualization
Authors:
Peter Yochev, Danitsa Andreeva, Plamena Radneva, Ivan Chervenkov
Software Technology and Design
The Paisii Hilendarski University of Plovdiv
Plovdiv, January 30, 2014
Content
●

Patterns Over Time

●

Proportions

●

Relationships

●

Differences
Patterns Over Time
Patterns Over Time
One of the first known
graphics:
Planetary movement
chart, 10th century
Patterns Over Time
The first bar chart,
1786, William Playfair
Patterns Over Time
John Snow’s map of Cholera
outbreaks in the London
epidemic of 1854
Patterns Over Time

Charles Minard’s 1869 chart showing the number of men in
Napoleon’s 1812 infamous Russian campaign army
Proportions
There are many options to visualize
data out there, but it may be hard
simply to find the perfect chart or
the perfect graph that can suit
your data best. To make your
decision clearer and easier there
are lots of proportions available.
Using Different ways to visualize data
with proportions
Graphs and charts:
● Pie chart
● Donut chart
● Stacked area chart
● Treemap
● Voronoi diagram
Pie chart
Pie chart:
● Circular chart divided into sectors
● Illustrates numerical proportions
● Most effective when limited
components are used
● Most effective when limited
components are used
Donut chart
Donut chart:
● Functionally similar to pie charts
● Display data in rigs, where each
ring represents data series
● Can support multiple statistics at
once with its blank center
● Total 100% when percentage is
used
Stacked area chart
Stacked area chart:
● Graphical display of
quantitive data based on
a line chart
● Uses axis and lines
● The area between axis
and lines are colored and
textured to emphasize
changes
● Commonly used to
represent trends over
time
Treemap
Treemap:
● Hierarchical displayed data as
a set of nested rectangles
● Uses branches-rectangles
which tile with smaller subbranches
● Can legibly represent lots of
items because of their simple
construction
Voronoi diagram
Voronoi diagram:
● Visualize magnitude using
convex polygons
● Uses robust algorithms to
sidestep problems when
restricted to rectangles
● Can be found also in
technology, science and even
in art
Relationships
… Or how to visualize data relationships effectively.
The ‘Foundation’: Entity-Relationship (ER)
diagram
> Can be considered as the
‘base’ of all the charts which
display data relationships.

Figure 1: ER Diagram legend

Figure 2: Elaborated (classic) ER diagram (i.e,
contains both entities and properties)
The ‘Foundation’: Entity-Relationship (ER)
diagram

Figure 3: Simplified ER Diagram (i.e, displays relationships only
between entities)
The ‘Classic’: Scatter Plot chart

Figure 4: Simple Scatter Plot chart showing how two
variables/entities correlate

Figure 4: Bubble chart - can be considered as a variation
of the Scatter Plot chart.
Hierarchy chart

Figure 5: Example of a Hierarchy chart

Figure 6: Same idea, different look
Circle/Radial chart

Figure 7: Radial Cycle chart: Shows the relationship to a
central idea and also how the information in the outer
ring contributes to the main idea.

Figure 8: Stacked Venn chart: Best used for visualizing
overlapping relationships.
Differences
In this lesson I will compare a few charts, which will show you the main
difference between them.
Differences
The first chart is called“apt” chart, which is an addition of the column charts.
Differences
The apt chart:
● has small number of categories
● can use shades of a single color
● easiest way to show all bars belong
to same data type
Differences
The next one is the bar chart.
Differences
The bar chart:
● more than 8 but less than 15 categories
● more space for large names
● arranged from lowest to highest
● makes the understanding of the data easier
● connects shape of value faster
Differences
The Line chart:
● when you have a lot of numbers
of data points
● doesn’t show minimum and
maximum
● shows the rate of change of a
population
● best fits for showing trend-based
visualization
● has only 1 value axis
● shows the population with
negative spikes,because of
famines or some infections.
Sources
http://www.dundas.com/blog-post/a-brief-history-of-data-visualization/
http://www.lynda.com/Processing-tutorials/Overview-data-visualization/97578/113145-4.
html
http://www.sas.com/offices/NA/canada/downloads/IT-World2013/Data-VisualizationTechniques.pdf
http://flowingdata.com/2009/11/25/9-ways-to-visualize-proportions-a-guide/
http://www.slideshare.net/idigdata/data-visualization-best-practices-2013
http://xataface.com/documentation/tutorial/getting_started/first_application
http://creately.com/blog/diagrams/er-diagrams-tutorial/
http://book.flowingdata.com/downloads.html
http://0.tqn.com/d/spreadsheets/1/0/z/3/-/-/column_chart6.gif
http://upload.wikimedia.org/wikibooks/en/2/20/BarChartExampleHorizontal.PNG
http://www.tutorial9.net/tutorials/web-tutorials/selecting-the-right-chart-type-for-yourdata/#1
Any questions
Thank you for your
attention

Contenu connexe

Tendances (20)

Graphing
GraphingGraphing
Graphing
 
excel charts
excel chartsexcel charts
excel charts
 
Charts and graphs
Charts and graphsCharts and graphs
Charts and graphs
 
Graphing Data
Graphing DataGraphing Data
Graphing Data
 
Instructional images (2)
Instructional images (2)Instructional images (2)
Instructional images (2)
 
Creating Chart
Creating ChartCreating Chart
Creating Chart
 
Using lograrithmic graph paper
Using lograrithmic graph paperUsing lograrithmic graph paper
Using lograrithmic graph paper
 
MELJUN CORTES research seminar_1_presentation_techniques
MELJUN CORTES research seminar_1_presentation_techniquesMELJUN CORTES research seminar_1_presentation_techniques
MELJUN CORTES research seminar_1_presentation_techniques
 
Column chart
Column chartColumn chart
Column chart
 
Reading Tables, Diagrams, Charts
Reading Tables, Diagrams, ChartsReading Tables, Diagrams, Charts
Reading Tables, Diagrams, Charts
 
RESEARCH MRTHODOLOGY
RESEARCH MRTHODOLOGYRESEARCH MRTHODOLOGY
RESEARCH MRTHODOLOGY
 
Tabulating and graphing the data
Tabulating and graphing the dataTabulating and graphing the data
Tabulating and graphing the data
 
Computer midterms
Computer midtermsComputer midterms
Computer midterms
 
Data Analysis Section
Data Analysis SectionData Analysis Section
Data Analysis Section
 
Graphing data
Graphing dataGraphing data
Graphing data
 
Graphic Aids in Making Reports
Graphic Aids in Making ReportsGraphic Aids in Making Reports
Graphic Aids in Making Reports
 
Graphs and visual aids 11
Graphs and visual aids 11Graphs and visual aids 11
Graphs and visual aids 11
 
Making Charts in Excel
Making Charts in ExcelMaking Charts in Excel
Making Charts in Excel
 
Graphic communication
Graphic communicationGraphic communication
Graphic communication
 
Basic Analytical Geometry
Basic Analytical GeometryBasic Analytical Geometry
Basic Analytical Geometry
 

En vedette

What is Data Visualization
What is Data VisualizationWhat is Data Visualization
What is Data Visualizationnsrivast
 
Predictive Analytics vs Prescriptive Analytics [Infographic]
Predictive Analytics vs Prescriptive Analytics [Infographic]Predictive Analytics vs Prescriptive Analytics [Infographic]
Predictive Analytics vs Prescriptive Analytics [Infographic]Manthan
 
Introduction to Data Visualizations
Introduction to Data VisualizationsIntroduction to Data Visualizations
Introduction to Data Visualizationspiksels
 
The art technique of data visualization
The art  technique of data visualizationThe art  technique of data visualization
The art technique of data visualizationUday Kothari
 
Business analytics and data visualisation
Business analytics and data visualisationBusiness analytics and data visualisation
Business analytics and data visualisationShwetabh Jaiswal
 
Prescriptive Analytics
Prescriptive AnalyticsPrescriptive Analytics
Prescriptive AnalyticsŁukasz Grala
 
Benefits of data visualization
Benefits of data visualizationBenefits of data visualization
Benefits of data visualizationinfographic_art
 
The Importance of Data Visualization
The Importance of Data VisualizationThe Importance of Data Visualization
The Importance of Data VisualizationCenterline Digital
 
The 8 Hats of Data Visualisation
The 8 Hats of Data VisualisationThe 8 Hats of Data Visualisation
The 8 Hats of Data VisualisationAndy Kirk
 
Data Visualization Techniques
Data Visualization TechniquesData Visualization Techniques
Data Visualization TechniquesAllAnalytics
 
DI&A Slides: Descriptive, Prescriptive, and Predictive Analytics
DI&A Slides: Descriptive, Prescriptive, and Predictive AnalyticsDI&A Slides: Descriptive, Prescriptive, and Predictive Analytics
DI&A Slides: Descriptive, Prescriptive, and Predictive AnalyticsDATAVERSITY
 
Data mining slides
Data mining slidesData mining slides
Data mining slidessmj
 

En vedette (12)

What is Data Visualization
What is Data VisualizationWhat is Data Visualization
What is Data Visualization
 
Predictive Analytics vs Prescriptive Analytics [Infographic]
Predictive Analytics vs Prescriptive Analytics [Infographic]Predictive Analytics vs Prescriptive Analytics [Infographic]
Predictive Analytics vs Prescriptive Analytics [Infographic]
 
Introduction to Data Visualizations
Introduction to Data VisualizationsIntroduction to Data Visualizations
Introduction to Data Visualizations
 
The art technique of data visualization
The art  technique of data visualizationThe art  technique of data visualization
The art technique of data visualization
 
Business analytics and data visualisation
Business analytics and data visualisationBusiness analytics and data visualisation
Business analytics and data visualisation
 
Prescriptive Analytics
Prescriptive AnalyticsPrescriptive Analytics
Prescriptive Analytics
 
Benefits of data visualization
Benefits of data visualizationBenefits of data visualization
Benefits of data visualization
 
The Importance of Data Visualization
The Importance of Data VisualizationThe Importance of Data Visualization
The Importance of Data Visualization
 
The 8 Hats of Data Visualisation
The 8 Hats of Data VisualisationThe 8 Hats of Data Visualisation
The 8 Hats of Data Visualisation
 
Data Visualization Techniques
Data Visualization TechniquesData Visualization Techniques
Data Visualization Techniques
 
DI&A Slides: Descriptive, Prescriptive, and Predictive Analytics
DI&A Slides: Descriptive, Prescriptive, and Predictive AnalyticsDI&A Slides: Descriptive, Prescriptive, and Predictive Analytics
DI&A Slides: Descriptive, Prescriptive, and Predictive Analytics
 
Data mining slides
Data mining slidesData mining slides
Data mining slides
 

Similaire à Data visualization, FMIIT, STD

Spherule Diagrams: A Matrix-based Set Visualization Compared with Euler Diagrams
Spherule Diagrams: A Matrix-based Set Visualization Compared with Euler DiagramsSpherule Diagrams: A Matrix-based Set Visualization Compared with Euler Diagrams
Spherule Diagrams: A Matrix-based Set Visualization Compared with Euler DiagramsMithileysh Sathiyanarayanan
 
Analysing charts and graphics
Analysing charts and graphicsAnalysing charts and graphics
Analysing charts and graphicsŠkola Futura
 
NCompass Live: Presenting Data in Meaningful and Interesting Ways
NCompass Live: Presenting Data in Meaningful and Interesting WaysNCompass Live: Presenting Data in Meaningful and Interesting Ways
NCompass Live: Presenting Data in Meaningful and Interesting WaysNebraska Library Commission
 
Diowane2003
Diowane2003Diowane2003
Diowane2003SFYC
 
Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)
Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)
Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)Arnie Valera
 
The Provider And Patient Attributes
The Provider And Patient AttributesThe Provider And Patient Attributes
The Provider And Patient AttributesKristin Oliver
 
Data Visualisation.pdf
Data Visualisation.pdfData Visualisation.pdf
Data Visualisation.pdfThiyagu K
 
Macromolecules
MacromoleculesMacromolecules
Macromoleculesganctil
 
Displaying data using charts and graphs
Displaying data using charts and graphsDisplaying data using charts and graphs
Displaying data using charts and graphsCharles Flynt
 
Understanding visual information:Figure, Graph, Table, and Diagram
Understanding visual information:Figure, Graph, Table, and DiagramUnderstanding visual information:Figure, Graph, Table, and Diagram
Understanding visual information:Figure, Graph, Table, and DiagramMusfera Nara Vadia
 
Lecture 7 creating_charts1
Lecture 7 creating_charts1Lecture 7 creating_charts1
Lecture 7 creating_charts1BBAMUMU2014
 
Lab file on research methodology
Lab file on research methodologyLab file on research methodology
Lab file on research methodologySukhchain Aggarwal
 
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdfGraphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdfHimakshi7
 

Similaire à Data visualization, FMIIT, STD (20)

Visual Aids.pptx
Visual Aids.pptxVisual Aids.pptx
Visual Aids.pptx
 
Spherule Diagrams: A Matrix-based Set Visualization Compared with Euler Diagrams
Spherule Diagrams: A Matrix-based Set Visualization Compared with Euler DiagramsSpherule Diagrams: A Matrix-based Set Visualization Compared with Euler Diagrams
Spherule Diagrams: A Matrix-based Set Visualization Compared with Euler Diagrams
 
Graphs
Graphs  Graphs
Graphs
 
Viz class forphysicists
Viz class forphysicistsViz class forphysicists
Viz class forphysicists
 
Analysing charts and graphics
Analysing charts and graphicsAnalysing charts and graphics
Analysing charts and graphics
 
NCompass Live: Presenting Data in Meaningful and Interesting Ways
NCompass Live: Presenting Data in Meaningful and Interesting WaysNCompass Live: Presenting Data in Meaningful and Interesting Ways
NCompass Live: Presenting Data in Meaningful and Interesting Ways
 
Diowane2003
Diowane2003Diowane2003
Diowane2003
 
Use of Maps and Charts in Research
Use of Maps and Charts in ResearchUse of Maps and Charts in Research
Use of Maps and Charts in Research
 
Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)
Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)
Lesson 13 Teaching With Visual Symbols (EDUC Subject, can't remember)
 
Charts And Graphs
Charts And GraphsCharts And Graphs
Charts And Graphs
 
Graphical method.pptx
Graphical method.pptxGraphical method.pptx
Graphical method.pptx
 
QUIZ #1-visual-verbal.pptx
QUIZ #1-visual-verbal.pptxQUIZ #1-visual-verbal.pptx
QUIZ #1-visual-verbal.pptx
 
The Provider And Patient Attributes
The Provider And Patient AttributesThe Provider And Patient Attributes
The Provider And Patient Attributes
 
Data Visualisation.pdf
Data Visualisation.pdfData Visualisation.pdf
Data Visualisation.pdf
 
Macromolecules
MacromoleculesMacromolecules
Macromolecules
 
Displaying data using charts and graphs
Displaying data using charts and graphsDisplaying data using charts and graphs
Displaying data using charts and graphs
 
Understanding visual information:Figure, Graph, Table, and Diagram
Understanding visual information:Figure, Graph, Table, and DiagramUnderstanding visual information:Figure, Graph, Table, and Diagram
Understanding visual information:Figure, Graph, Table, and Diagram
 
Lecture 7 creating_charts1
Lecture 7 creating_charts1Lecture 7 creating_charts1
Lecture 7 creating_charts1
 
Lab file on research methodology
Lab file on research methodologyLab file on research methodology
Lab file on research methodology
 
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdfGraphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
 

Dernier

Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdfGrade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdfJemuel Francisco
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Celine George
 
Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...Seán Kennedy
 
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
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...Nguyen Thanh Tu Collection
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17Celine George
 
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptxAUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptxiammrhaywood
 
Virtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdf
Virtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdfVirtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdf
Virtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdfErwinPantujan2
 
Culture Uniformity or Diversity IN SOCIOLOGY.pptx
Culture Uniformity or Diversity IN SOCIOLOGY.pptxCulture Uniformity or Diversity IN SOCIOLOGY.pptx
Culture Uniformity or Diversity IN SOCIOLOGY.pptxPoojaSen20
 
Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)
Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)
Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)lakshayb543
 
Choosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for ParentsChoosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for Parentsnavabharathschool99
 
ACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfSpandanaRallapalli
 
Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Mark Reed
 
Science 7 Quarter 4 Module 2: Natural Resources.pptx
Science 7 Quarter 4 Module 2: Natural Resources.pptxScience 7 Quarter 4 Module 2: Natural Resources.pptx
Science 7 Quarter 4 Module 2: Natural Resources.pptxMaryGraceBautista27
 
Concurrency Control in Database Management system
Concurrency Control in Database Management systemConcurrency Control in Database Management system
Concurrency Control in Database Management systemChristalin Nelson
 
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptxMULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptxAnupkumar Sharma
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance  and worth of ideas part 2.pptxJudging the Relevance  and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptxSherlyMaeNeri
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfMr Bounab Samir
 
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTSGRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTSJoshuaGantuangco2
 

Dernier (20)

FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptxFINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
FINALS_OF_LEFT_ON_C'N_EL_DORADO_2024.pptx
 
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdfGrade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
 
Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17Difference Between Search & Browse Methods in Odoo 17
Difference Between Search & Browse Methods in Odoo 17
 
Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...Student Profile Sample - We help schools to connect the data they have, with ...
Student Profile Sample - We help schools to connect the data they have, with ...
 
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 🔝✔️✔️
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - CẢ NĂ...
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17
 
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptxAUDIENCE THEORY -CULTIVATION THEORY -  GERBNER.pptx
AUDIENCE THEORY -CULTIVATION THEORY - GERBNER.pptx
 
Virtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdf
Virtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdfVirtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdf
Virtual-Orientation-on-the-Administration-of-NATG12-NATG6-and-ELLNA.pdf
 
Culture Uniformity or Diversity IN SOCIOLOGY.pptx
Culture Uniformity or Diversity IN SOCIOLOGY.pptxCulture Uniformity or Diversity IN SOCIOLOGY.pptx
Culture Uniformity or Diversity IN SOCIOLOGY.pptx
 
Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)
Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)
Visit to a blind student's school🧑‍🦯🧑‍🦯(community medicine)
 
Choosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for ParentsChoosing the Right CBSE School A Comprehensive Guide for Parents
Choosing the Right CBSE School A Comprehensive Guide for Parents
 
ACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdf
 
Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)Influencing policy (training slides from Fast Track Impact)
Influencing policy (training slides from Fast Track Impact)
 
Science 7 Quarter 4 Module 2: Natural Resources.pptx
Science 7 Quarter 4 Module 2: Natural Resources.pptxScience 7 Quarter 4 Module 2: Natural Resources.pptx
Science 7 Quarter 4 Module 2: Natural Resources.pptx
 
Concurrency Control in Database Management system
Concurrency Control in Database Management systemConcurrency Control in Database Management system
Concurrency Control in Database Management system
 
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptxMULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance  and worth of ideas part 2.pptxJudging the Relevance  and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptx
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
 
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTSGRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
GRADE 4 - SUMMATIVE TEST QUARTER 4 ALL SUBJECTS
 

Data visualization, FMIIT, STD