SlideShare a Scribd company logo
 Graphical representation of data is for the
purpose of easier interpretation.
 Facts and figures as such do not catch our
attention unless they are presented in an
interesting way.
 Graphical representation of data is the most
commonly used interesting modes of
presentation.
 Bar charts are commonly used graphical
representations of data used to visually display to
compare values.
 They are easy to create and interpret.
 Data for a bar chart are entered in columns.
 Each numeric data value becomes a bar.
 X-axis represents the different categories, the y-axis
does have a scale and indicates the units of
measurement.
 A pictogram is a kind of graph that uses pictures
instead of bars to represent data under analysis.
 A pictogram may include a symbol plus graphic
elements such as border, back pattern, or color that is
intended to covey specific information.
 Pictograms form a part of our daily lives. They are
used in transport, medication, education, computers.
 A histogram is a type of graph that provides a visual
interpretation of numerical data by indicating the
number of data points that lie within the range value.
These range values are called classes.
 A histogram looks similar to bar charts. The height of
the bar corresponds to the relative frequency of the
amount of data in the class. The higher the bar is, the
greater the frequency of the data will bean vice versa.
The main difference between these graphs is the level
of measurement of the data. Bar graphs are used for
data at nominal level of measurement.
 A bimodal shape has two peaks. This shape
may show that the data has come from two
different systems. Often in a single system,
there may be two modes in the data set
 Some histograms will show a skewed
distribution to the right, as shown below. A
distribution skewed to the right is said to be
positively skewed.
 A distribution skewed to the left is said to be
negatively skewed. This kind of distribution
has a large number of occurrences in the
upper value cells (right side) and few in the
lower value cells (left side).
 A uniform distribution provides little information about
the system. It may describe a distribution which has
several modes (peaks).
 A uniform distribution often means that the number of
classes is too small.
 The frequency polygon is as graph that displays data by
using lines that connect points plotted for the
frequencies.
 This graph is useful for understanding the shape of
distribution.
 A frequency polygon is similar to histogram.
 The difference is that histogram tends to be rectangles
while a frequency polygon resembles a line graph.
 A scatter plot is used to plot data in XY- plane to show how
much one variable or data set is affected by another.
 It has points that show the relationship between two
variables or two sets of data.
 These points are sometimes called markers and position of
these points depends on the values in the columns sets on
the XY axis.
 Scatter plot gives good visual picture of the relationship or
association between two variables or data sets, and aids to
interpretation of the correlation coefficient or regression
model
 i) When there is paired numerical data.
 ii) When the dependent variable have multiple values
for each value of independent variable.
 iii) When the researcher tries to determine whether the
two variables are related
 A pie chart displays data in an easy pie-slice format
with varying sizes.
 The size of a slice tells how much data exists in one
element.
 The bigger the slice, the more of that particular data
was gathered and vice versa.
 Pie charts are mainly used to show comparison
among various segments of data
 These charts are used for displaying data that are
classified into nominal or ordinal categories
Statistical Graphics / Exploratory Data Analysis - DAY 2 - 8614 - B.Ed - AIOU

More Related Content

What's hot

Hypothesis Testing
Hypothesis TestingHypothesis Testing
Hypothesis Testing
Kalyan Acharjya
 
Hypothesis in Research Methodology
Hypothesis in Research Methodology Hypothesis in Research Methodology
Hypothesis in Research Methodology
Dr. Abzal Basha H S
 
Hypothesis testing
Hypothesis testingHypothesis testing
Hypothesis testing
Madhuranath R
 
Inferential statistics.ppt
Inferential statistics.pptInferential statistics.ppt
Inferential statistics.pptNursing Path
 
Parametric & non parametric
Parametric & non parametricParametric & non parametric
Parametric & non parametric
ANCYBS
 
The Sign Test
The Sign TestThe Sign Test
The Sign Test
Sharlaine Ruth
 
non parametric statistics
non parametric statisticsnon parametric statistics
non parametric statistics
Anchal Garg
 
Non-parametric Statistical tests for Hypotheses testing
Non-parametric Statistical tests for Hypotheses testingNon-parametric Statistical tests for Hypotheses testing
Non-parametric Statistical tests for Hypotheses testing
Sundar B N
 
Basics of Hypothesis testing for Pharmacy
Basics of Hypothesis testing for PharmacyBasics of Hypothesis testing for Pharmacy
Basics of Hypothesis testing for Pharmacy
Parag Shah
 
Testing of hypothesis
Testing of hypothesisTesting of hypothesis
Testing of hypothesis
RuchiJainRuchiJain
 
Graphical Representation of Data
Graphical Representation of DataGraphical Representation of Data
Graphical Representation of Data
forgetfulmailer
 
Percentile
PercentilePercentile
Percentile
Fahadi302
 
Unit 1 - Statistics (Part 1).pptx
Unit 1 - Statistics (Part 1).pptxUnit 1 - Statistics (Part 1).pptx
Unit 1 - Statistics (Part 1).pptx
Malla Reddy University
 
Hypothesis_Testing.ppt
Hypothesis_Testing.pptHypothesis_Testing.ppt
Hypothesis_Testing.ppt
ssuserac2a40
 
INFERENTIAL STATISTICS: AN INTRODUCTION
INFERENTIAL STATISTICS: AN INTRODUCTIONINFERENTIAL STATISTICS: AN INTRODUCTION
INFERENTIAL STATISTICS: AN INTRODUCTION
John Labrador
 
Hypothesis testing
Hypothesis testingHypothesis testing
Hypothesis testing
Rashmi Vaishya
 
Meaning and types of correlation
Meaning and types of correlationMeaning and types of correlation
Meaning and types of correlation
Higher Education Department JK
 
Correlation in Statistics
Correlation in StatisticsCorrelation in Statistics
Correlation in Statistics
Avjinder (Avi) Kaler
 
Correlational research
Correlational researchCorrelational research
Correlational researchJijo G John
 
Statistical Methods in Research
Statistical Methods in ResearchStatistical Methods in Research
Statistical Methods in Research
Manoj Sharma
 

What's hot (20)

Hypothesis Testing
Hypothesis TestingHypothesis Testing
Hypothesis Testing
 
Hypothesis in Research Methodology
Hypothesis in Research Methodology Hypothesis in Research Methodology
Hypothesis in Research Methodology
 
Hypothesis testing
Hypothesis testingHypothesis testing
Hypothesis testing
 
Inferential statistics.ppt
Inferential statistics.pptInferential statistics.ppt
Inferential statistics.ppt
 
Parametric & non parametric
Parametric & non parametricParametric & non parametric
Parametric & non parametric
 
The Sign Test
The Sign TestThe Sign Test
The Sign Test
 
non parametric statistics
non parametric statisticsnon parametric statistics
non parametric statistics
 
Non-parametric Statistical tests for Hypotheses testing
Non-parametric Statistical tests for Hypotheses testingNon-parametric Statistical tests for Hypotheses testing
Non-parametric Statistical tests for Hypotheses testing
 
Basics of Hypothesis testing for Pharmacy
Basics of Hypothesis testing for PharmacyBasics of Hypothesis testing for Pharmacy
Basics of Hypothesis testing for Pharmacy
 
Testing of hypothesis
Testing of hypothesisTesting of hypothesis
Testing of hypothesis
 
Graphical Representation of Data
Graphical Representation of DataGraphical Representation of Data
Graphical Representation of Data
 
Percentile
PercentilePercentile
Percentile
 
Unit 1 - Statistics (Part 1).pptx
Unit 1 - Statistics (Part 1).pptxUnit 1 - Statistics (Part 1).pptx
Unit 1 - Statistics (Part 1).pptx
 
Hypothesis_Testing.ppt
Hypothesis_Testing.pptHypothesis_Testing.ppt
Hypothesis_Testing.ppt
 
INFERENTIAL STATISTICS: AN INTRODUCTION
INFERENTIAL STATISTICS: AN INTRODUCTIONINFERENTIAL STATISTICS: AN INTRODUCTION
INFERENTIAL STATISTICS: AN INTRODUCTION
 
Hypothesis testing
Hypothesis testingHypothesis testing
Hypothesis testing
 
Meaning and types of correlation
Meaning and types of correlationMeaning and types of correlation
Meaning and types of correlation
 
Correlation in Statistics
Correlation in StatisticsCorrelation in Statistics
Correlation in Statistics
 
Correlational research
Correlational researchCorrelational research
Correlational research
 
Statistical Methods in Research
Statistical Methods in ResearchStatistical Methods in Research
Statistical Methods in Research
 

Similar to Statistical Graphics / Exploratory Data Analysis - DAY 2 - 8614 - B.Ed - AIOU

Basics of Educational Statistics (Graphs & its Types)
Basics of Educational Statistics (Graphs & its Types)Basics of Educational Statistics (Graphs & its Types)
Basics of Educational Statistics (Graphs & its Types)
HennaAnsari
 
Displaying data using charts and graphs
Displaying data using charts and graphsDisplaying data using charts and graphs
Displaying data using charts and graphsCharles Flynt
 
GIS Ostrava 2018 – Insights for ArGIS
GIS Ostrava 2018 – Insights for ArGISGIS Ostrava 2018 – Insights for ArGIS
GIS Ostrava 2018 – Insights for ArGIS
Jan Novotný
 
Artificial Intelligence - Data Analysis, Creative & Critical Thinking and AI...
Artificial Intelligence - Data Analysis, Creative & Critical Thinking and  AI...Artificial Intelligence - Data Analysis, Creative & Critical Thinking and  AI...
Artificial Intelligence - Data Analysis, Creative & Critical Thinking and AI...
deboshreechatterjee2
 
GRAPHS-FOR-QUALITATIVE-DATA.pptx
GRAPHS-FOR-QUALITATIVE-DATA.pptxGRAPHS-FOR-QUALITATIVE-DATA.pptx
GRAPHS-FOR-QUALITATIVE-DATA.pptx
NectorMoradaRapsingB
 
Lecture 2-PPT.pdf
Lecture 2-PPT.pdfLecture 2-PPT.pdf
Lecture 2-PPT.pdf
RAJKAMAL282
 
Lecture 2-PPT statistics.pdf
Lecture 2-PPT statistics.pdfLecture 2-PPT statistics.pdf
Lecture 2-PPT statistics.pdf
DrSJayashree
 
Organizing And Presenting Data.pptx
Organizing And Presenting Data.pptxOrganizing And Presenting Data.pptx
Organizing And Presenting Data.pptx
VanessaRobante
 
Organizing And Presenting Data.pptx
Organizing And Presenting Data.pptxOrganizing And Presenting Data.pptx
Organizing And Presenting Data.pptx
VanessaRobante
 
Visualization-1
Visualization-1Visualization-1
Visualization-1
Kush Kulshrestha
 
Quantitative techniques in business
Quantitative techniques in businessQuantitative techniques in business
Quantitative techniques in business
sameer sheikh
 
2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regression2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regression
Long Beach City College
 
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdfGraphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Himakshi7
 
Charts in excel
Charts in excelCharts in excel
Charts in excel
Jithin Krishnan
 
Introduction to graph
Introduction to graphIntroduction to graph
Introduction to graphRoyB
 
Introduction to graph
Introduction to graphIntroduction to graph
Introduction to graphRoyB
 
Top 8 Different Types Of Charts In Statistics And Their Uses
Top 8 Different Types Of Charts In Statistics And Their UsesTop 8 Different Types Of Charts In Statistics And Their Uses
Top 8 Different Types Of Charts In Statistics And Their Uses
Stat Analytica
 
Types of Microsoft Chart.docx
Types of Microsoft Chart.docxTypes of Microsoft Chart.docx
Types of Microsoft Chart.docx
HawiyaAngin
 
3.1 Measures of center
3.1 Measures of center3.1 Measures of center
3.1 Measures of center
Long Beach City College
 
Diowane2003
Diowane2003Diowane2003
Diowane2003SFYC
 

Similar to Statistical Graphics / Exploratory Data Analysis - DAY 2 - 8614 - B.Ed - AIOU (20)

Basics of Educational Statistics (Graphs & its Types)
Basics of Educational Statistics (Graphs & its Types)Basics of Educational Statistics (Graphs & its Types)
Basics of Educational Statistics (Graphs & its Types)
 
Displaying data using charts and graphs
Displaying data using charts and graphsDisplaying data using charts and graphs
Displaying data using charts and graphs
 
GIS Ostrava 2018 – Insights for ArGIS
GIS Ostrava 2018 – Insights for ArGISGIS Ostrava 2018 – Insights for ArGIS
GIS Ostrava 2018 – Insights for ArGIS
 
Artificial Intelligence - Data Analysis, Creative & Critical Thinking and AI...
Artificial Intelligence - Data Analysis, Creative & Critical Thinking and  AI...Artificial Intelligence - Data Analysis, Creative & Critical Thinking and  AI...
Artificial Intelligence - Data Analysis, Creative & Critical Thinking and AI...
 
GRAPHS-FOR-QUALITATIVE-DATA.pptx
GRAPHS-FOR-QUALITATIVE-DATA.pptxGRAPHS-FOR-QUALITATIVE-DATA.pptx
GRAPHS-FOR-QUALITATIVE-DATA.pptx
 
Lecture 2-PPT.pdf
Lecture 2-PPT.pdfLecture 2-PPT.pdf
Lecture 2-PPT.pdf
 
Lecture 2-PPT statistics.pdf
Lecture 2-PPT statistics.pdfLecture 2-PPT statistics.pdf
Lecture 2-PPT statistics.pdf
 
Organizing And Presenting Data.pptx
Organizing And Presenting Data.pptxOrganizing And Presenting Data.pptx
Organizing And Presenting Data.pptx
 
Organizing And Presenting Data.pptx
Organizing And Presenting Data.pptxOrganizing And Presenting Data.pptx
Organizing And Presenting Data.pptx
 
Visualization-1
Visualization-1Visualization-1
Visualization-1
 
Quantitative techniques in business
Quantitative techniques in businessQuantitative techniques in business
Quantitative techniques in business
 
2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regression2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regression
 
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdfGraphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
Graphicalrepresntationofdatausingstatisticaltools2019_210902_105156.pdf
 
Charts in excel
Charts in excelCharts in excel
Charts in excel
 
Introduction to graph
Introduction to graphIntroduction to graph
Introduction to graph
 
Introduction to graph
Introduction to graphIntroduction to graph
Introduction to graph
 
Top 8 Different Types Of Charts In Statistics And Their Uses
Top 8 Different Types Of Charts In Statistics And Their UsesTop 8 Different Types Of Charts In Statistics And Their Uses
Top 8 Different Types Of Charts In Statistics And Their Uses
 
Types of Microsoft Chart.docx
Types of Microsoft Chart.docxTypes of Microsoft Chart.docx
Types of Microsoft Chart.docx
 
3.1 Measures of center
3.1 Measures of center3.1 Measures of center
3.1 Measures of center
 
Diowane2003
Diowane2003Diowane2003
Diowane2003
 

More from EqraBaig

Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...
Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...
Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...
EqraBaig
 
Laboratory organization, management and safety methods - Chapter # 03 : LABOR...
Laboratory organization, management and safety methods - Chapter # 03 : LABOR...Laboratory organization, management and safety methods - Chapter # 03 : LABOR...
Laboratory organization, management and safety methods - Chapter # 03 : LABOR...
EqraBaig
 
Laboratory organization, management and safety methods - Chapter # 02 : MANAG...
Laboratory organization, management and safety methods - Chapter # 02 : MANAG...Laboratory organization, management and safety methods - Chapter # 02 : MANAG...
Laboratory organization, management and safety methods - Chapter # 02 : MANAG...
EqraBaig
 
Laboratory organization, management and safety methods - Chapter # 04 : PRACT...
Laboratory organization, management and safety methods - Chapter # 04 : PRACT...Laboratory organization, management and safety methods - Chapter # 04 : PRACT...
Laboratory organization, management and safety methods - Chapter # 04 : PRACT...
EqraBaig
 
Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...
Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...
Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...
EqraBaig
 
Laboratory organization, management and safety methods - Chapter # 05 : Aims ...
Laboratory organization, management and safety methods - Chapter # 05 : Aims ...Laboratory organization, management and safety methods - Chapter # 05 : Aims ...
Laboratory organization, management and safety methods - Chapter # 05 : Aims ...
EqraBaig
 
COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...
COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...
COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...
EqraBaig
 
COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...
EqraBaig
 
COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....
COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....
COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....
EqraBaig
 
COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8...
 COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8... COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8...
COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8...
EqraBaig
 
COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...
EqraBaig
 
COMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOU
COMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOUCOMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOU
COMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOU
EqraBaig
 
COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...
COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...
COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...
EqraBaig
 
TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...
TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...
TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...
EqraBaig
 
TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...
TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...
TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...
EqraBaig
 
TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...
TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...
TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...
EqraBaig
 
TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE - UNIT 8 -...
TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE  - UNIT 8 -...TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE  - UNIT 8 -...
TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE - UNIT 8 -...
EqraBaig
 
TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...
TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...
TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...
EqraBaig
 
TEACHER EDUCATION - STRUCTURE AND CURRICULUM OF TEACHER EDUCATION - UNIT 5 ...
TEACHER EDUCATION - STRUCTURE AND  CURRICULUM OF TEACHER EDUCATION  - UNIT 5 ...TEACHER EDUCATION - STRUCTURE AND  CURRICULUM OF TEACHER EDUCATION  - UNIT 5 ...
TEACHER EDUCATION - STRUCTURE AND CURRICULUM OF TEACHER EDUCATION - UNIT 5 ...
EqraBaig
 
TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION - UNIT 1 - COURSE COD...
TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION  - UNIT 1 - COURSE COD...TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION  - UNIT 1 - COURSE COD...
TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION - UNIT 1 - COURSE COD...
EqraBaig
 

More from EqraBaig (20)

Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...
Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...
Descriptive Statistics: Measures of Central Tendency - Measures of Dispersion...
 
Laboratory organization, management and safety methods - Chapter # 03 : LABOR...
Laboratory organization, management and safety methods - Chapter # 03 : LABOR...Laboratory organization, management and safety methods - Chapter # 03 : LABOR...
Laboratory organization, management and safety methods - Chapter # 03 : LABOR...
 
Laboratory organization, management and safety methods - Chapter # 02 : MANAG...
Laboratory organization, management and safety methods - Chapter # 02 : MANAG...Laboratory organization, management and safety methods - Chapter # 02 : MANAG...
Laboratory organization, management and safety methods - Chapter # 02 : MANAG...
 
Laboratory organization, management and safety methods - Chapter # 04 : PRACT...
Laboratory organization, management and safety methods - Chapter # 04 : PRACT...Laboratory organization, management and safety methods - Chapter # 04 : PRACT...
Laboratory organization, management and safety methods - Chapter # 04 : PRACT...
 
Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...
Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...
Laboratory organization, management and safety methods - LABORATORY DESIGN ​-...
 
Laboratory organization, management and safety methods - Chapter # 05 : Aims ...
Laboratory organization, management and safety methods - Chapter # 05 : Aims ...Laboratory organization, management and safety methods - Chapter # 05 : Aims ...
Laboratory organization, management and safety methods - Chapter # 05 : Aims ...
 
COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...
COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...
COMPUTERS IN EDUCATION - UNIT 9 - PROBLEMS OF USING COMPUTER FOR EDUCATION - ...
 
COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 8 - ROLE OF COMPUTER IN EDUCATION - B.ED - 8620...
 
COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....
COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....
COMPUTERS IN EDUCATION - UNIT 7 - COMPUTER APPLICATIONS IN CONTENT AREAS - B....
 
COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8...
 COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8... COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8...
COMPUTERS IN EDUCATION - UNIT 6 - COMPUTER MANAGED LEARNING (CML) - B.ED - 8...
 
COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...
COMPUTERS IN EDUCATION - UNIT 4 - COMPUTER ASSISTED INSTRUCTION - B.ED - 8620...
 
COMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOU
COMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOUCOMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOU
COMPUTERS IN EDUCATION - UNIT 1 - INTRODUCTION TO COMPUTER - B.ED - 8620 - AIOU
 
COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...
COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...
COMPUTERS IN EDUCATION - UNIT 5 - TOOLS AND PACKAGES USED FOR CAI - B.ED - 86...
 
TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...
TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...
TEACHER EDUCATION - TEACHER EDUCATION PROBLEMS , PROSPECTS AND FUTURE - UNIT ...
 
TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...
TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...
TEACHER EDUCATION - TEACHER EDUCATION IN PAKISTAN - UNIT 2 - COURSE CODE 8626...
 
TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...
TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...
TEACHER EDUCATION - TEACHER EDUCATION AND CHALLENGES OF 21ST CENTURY - UNIT 9...
 
TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE - UNIT 8 -...
TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE  - UNIT 8 -...TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE  - UNIT 8 -...
TEACHER EDUCATION - TEACHER EDUCATION : A COMPARATIVE PERSPECTIVE - UNIT 8 -...
 
TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...
TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...
TEACHER EDUCATION - TEACHER COMPETENCIES AND ROLE OF EDUCATIONAL TECHNOLOGY -...
 
TEACHER EDUCATION - STRUCTURE AND CURRICULUM OF TEACHER EDUCATION - UNIT 5 ...
TEACHER EDUCATION - STRUCTURE AND  CURRICULUM OF TEACHER EDUCATION  - UNIT 5 ...TEACHER EDUCATION - STRUCTURE AND  CURRICULUM OF TEACHER EDUCATION  - UNIT 5 ...
TEACHER EDUCATION - STRUCTURE AND CURRICULUM OF TEACHER EDUCATION - UNIT 5 ...
 
TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION - UNIT 1 - COURSE COD...
TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION  - UNIT 1 - COURSE COD...TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION  - UNIT 1 - COURSE COD...
TEACHER EDUCATION - INTRODUCATION TO TEACHER EDUCATION - UNIT 1 - COURSE COD...
 

Recently uploaded

Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
Balvir Singh
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
EugeneSaldivar
 
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
Nguyen Thanh Tu Collection
 
Ethnobotany and Ethnopharmacology ......
Ethnobotany and Ethnopharmacology ......Ethnobotany and Ethnopharmacology ......
Ethnobotany and Ethnopharmacology ......
Ashokrao Mane college of Pharmacy Peth-Vadgaon
 
Introduction to Quality Improvement Essentials
Introduction to Quality Improvement EssentialsIntroduction to Quality Improvement Essentials
Introduction to Quality Improvement Essentials
Excellence Foundation for South Sudan
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
Jheel Barad
 
How to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERPHow to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERP
Celine George
 
Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)
rosedainty
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Thiyagu K
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
EverAndrsGuerraGuerr
 
The Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve ThomasonThe Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve Thomason
Steve Thomason
 
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
siemaillard
 
special B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdfspecial B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdf
Special education needs
 
How to Break the cycle of negative Thoughts
How to Break the cycle of negative ThoughtsHow to Break the cycle of negative Thoughts
How to Break the cycle of negative Thoughts
Col Mukteshwar Prasad
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
Jisc
 
Fish and Chips - have they had their chips
Fish and Chips - have they had their chipsFish and Chips - have they had their chips
Fish and Chips - have they had their chips
GeoBlogs
 
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
MysoreMuleSoftMeetup
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
TechSoup
 
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXPhrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
MIRIAMSALINAS13
 
Model Attribute Check Company Auto Property
Model Attribute  Check Company Auto PropertyModel Attribute  Check Company Auto Property
Model Attribute Check Company Auto Property
Celine George
 

Recently uploaded (20)

Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
 
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
GIÁO ÁN DẠY THÊM (KẾ HOẠCH BÀI BUỔI 2) - TIẾNG ANH 8 GLOBAL SUCCESS (2 CỘT) N...
 
Ethnobotany and Ethnopharmacology ......
Ethnobotany and Ethnopharmacology ......Ethnobotany and Ethnopharmacology ......
Ethnobotany and Ethnopharmacology ......
 
Introduction to Quality Improvement Essentials
Introduction to Quality Improvement EssentialsIntroduction to Quality Improvement Essentials
Introduction to Quality Improvement Essentials
 
Instructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptxInstructions for Submissions thorugh G- Classroom.pptx
Instructions for Submissions thorugh G- Classroom.pptx
 
How to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERPHow to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERP
 
Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)Template Jadual Bertugas Kelas (Boleh Edit)
Template Jadual Bertugas Kelas (Boleh Edit)
 
Unit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdfUnit 2- Research Aptitude (UGC NET Paper I).pdf
Unit 2- Research Aptitude (UGC NET Paper I).pdf
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
 
The Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve ThomasonThe Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve Thomason
 
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa
 
special B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdfspecial B.ed 2nd year old paper_20240531.pdf
special B.ed 2nd year old paper_20240531.pdf
 
How to Break the cycle of negative Thoughts
How to Break the cycle of negative ThoughtsHow to Break the cycle of negative Thoughts
How to Break the cycle of negative Thoughts
 
The approach at University of Liverpool.pptx
The approach at University of Liverpool.pptxThe approach at University of Liverpool.pptx
The approach at University of Liverpool.pptx
 
Fish and Chips - have they had their chips
Fish and Chips - have they had their chipsFish and Chips - have they had their chips
Fish and Chips - have they had their chips
 
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
Mule 4.6 & Java 17 Upgrade | MuleSoft Mysore Meetup #46
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
 
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXXPhrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
Phrasal Verbs.XXXXXXXXXXXXXXXXXXXXXXXXXX
 
Model Attribute Check Company Auto Property
Model Attribute  Check Company Auto PropertyModel Attribute  Check Company Auto Property
Model Attribute Check Company Auto Property
 

Statistical Graphics / Exploratory Data Analysis - DAY 2 - 8614 - B.Ed - AIOU

  • 1.
  • 2.  Graphical representation of data is for the purpose of easier interpretation.  Facts and figures as such do not catch our attention unless they are presented in an interesting way.  Graphical representation of data is the most commonly used interesting modes of presentation.
  • 3.  Bar charts are commonly used graphical representations of data used to visually display to compare values.  They are easy to create and interpret.  Data for a bar chart are entered in columns.  Each numeric data value becomes a bar.  X-axis represents the different categories, the y-axis does have a scale and indicates the units of measurement.
  • 4.
  • 5.  A pictogram is a kind of graph that uses pictures instead of bars to represent data under analysis.  A pictogram may include a symbol plus graphic elements such as border, back pattern, or color that is intended to covey specific information.  Pictograms form a part of our daily lives. They are used in transport, medication, education, computers.
  • 6.
  • 7.  A histogram is a type of graph that provides a visual interpretation of numerical data by indicating the number of data points that lie within the range value. These range values are called classes.  A histogram looks similar to bar charts. The height of the bar corresponds to the relative frequency of the amount of data in the class. The higher the bar is, the greater the frequency of the data will bean vice versa. The main difference between these graphs is the level of measurement of the data. Bar graphs are used for data at nominal level of measurement.
  • 8.
  • 9.  A bimodal shape has two peaks. This shape may show that the data has come from two different systems. Often in a single system, there may be two modes in the data set
  • 10.  Some histograms will show a skewed distribution to the right, as shown below. A distribution skewed to the right is said to be positively skewed.
  • 11.  A distribution skewed to the left is said to be negatively skewed. This kind of distribution has a large number of occurrences in the upper value cells (right side) and few in the lower value cells (left side).
  • 12.  A uniform distribution provides little information about the system. It may describe a distribution which has several modes (peaks).  A uniform distribution often means that the number of classes is too small.
  • 13.  The frequency polygon is as graph that displays data by using lines that connect points plotted for the frequencies.  This graph is useful for understanding the shape of distribution.  A frequency polygon is similar to histogram.  The difference is that histogram tends to be rectangles while a frequency polygon resembles a line graph.
  • 14.
  • 15.  A scatter plot is used to plot data in XY- plane to show how much one variable or data set is affected by another.  It has points that show the relationship between two variables or two sets of data.  These points are sometimes called markers and position of these points depends on the values in the columns sets on the XY axis.  Scatter plot gives good visual picture of the relationship or association between two variables or data sets, and aids to interpretation of the correlation coefficient or regression model
  • 16.
  • 17.  i) When there is paired numerical data.  ii) When the dependent variable have multiple values for each value of independent variable.  iii) When the researcher tries to determine whether the two variables are related
  • 18.  A pie chart displays data in an easy pie-slice format with varying sizes.  The size of a slice tells how much data exists in one element.  The bigger the slice, the more of that particular data was gathered and vice versa.  Pie charts are mainly used to show comparison among various segments of data
  • 19.  These charts are used for displaying data that are classified into nominal or ordinal categories