SlideShare ist ein Scribd-Unternehmen logo
1 von 46
Chapter 3 Graphical Methods for Describing Data
Frequency Distribution Example The data in the column labeled vision for the student data set introduced in the slides for chapter 1 is the answer to the question, “What is your principle means of correcting your vision?” The results are tabulated below
Bar Chart Examples This comparative bar chart is based on frequencies and it can be difficult to interpret and misleading.  Would you mistakenly interpret this to mean that the females and males use contacts equally often? You shouldn’t. The picture is distorted because the frequencies of males and females are not equal.
Bar Chart Examples When the comparative bar chart is based on percents (or relative frequencies) (each group adds up to 100%) we can clearly see a difference in pattern for the eye correction proportions for each of the genders. Clearly for this sample of students, the proportion of female students with contacts is larger then the proportion of males with contacts.
Bar Chart Examples Stacking the bar chart can also show the difference in distribution of eye correction method. This graph clearly shows that the females have a higher proportion using contacts and both the no correction and glasses group have smaller proportions then for the males.
Pie Charts - Procedure ,[object Object],[object Object],[object Object],[object Object]
Pie Chart - Example ,[object Object]
Pie Chart - Example ,[object Object]
Another Example This data constitutes the grades earned by the distance learning students during one term in the Winter of 2002.
Pie Chart – Another Example ,[object Object]
[object Object],Pie Chart – Another Example By pulling a slice (exploding) we can accentuate and make it clearing how A was the predominate grade for this course.
Stem and Leaf A quick technique for picturing the distributional pattern associated with numerical data is to create a picture called a stem-and-leaf diagram (Commonly called a stem plot). ,[object Object],[object Object],[object Object],[object Object]
Stem and Leaf Choosing the 1 st  two digits as the stem and the 3 rd  digit as the leaf we have the following 150  140  155  195  139 200  157  130  113  130 121  140  140  150  125 135  124  130  150  125 120  103  170  124  160 For our first example, we use the weights of the 25 female students. 10  11  12  13  14  15  16  17  18  19  20  3 3 154504 90050 000 05700 0 0 5 0
Stem and Leaf Typically we sort the order the stems in increasing order. We also note on the diagram the units for stems and leaves Stem: Tens and hundreds digits Leaf: Ones digit 10  11  12  13  14  15  16  17  18  19  20  3 3 014455 00059 000 00057 0 0 5 0 Probable outliers
Stem-and-leaf – GPA example The following are the GPAs for the 20 advisees of a faculty member. If the ones digit is used as the stem, you only get three groups. You can expand this a little by breaking up the stems by using each stem twice letting the 2 nd  digits 0-4 go with the first and the 2 nd  digits 5-9 with the second. The next slide gives two versions of the stem-and-leaf diagram. GPA 3.09 2.04 2.27 3.94 3.70 2.69 3.72 3.23 3.13 3.50 2.26 3.15 2.80 1.75 3.89  3.38 2.74 1.65 2.22 2.66
Stem-and-leaf – GPA example Stem: Ones digit Leaf: Tenths digits Note: The characters in a stem-and-leaf diagram must all have the same width, so if typing a fixed character width font such as courier. Stem: Ones digit Leaf: Tenths and hundredths digits 1L  1H  2L  2H  3L  3H  65,75 04,22,26,27 66,69,74,80 09,13,15,23,38 50,70,72,89,94 1L  1H  2L  2H  3L  3H  67 0222 6678 01123 57789
Comparative Stem and Leaf Diagram Student Weight  (Comparing two groups) When it is desirable to compare two groups, back-to-back stem and leaf diagrams are useful. Here is the result from the student weights. From this comparative stem and leaf diagram, it is clear that the males weigh more (as a group not necessarily as individuals) than the females.  3 10  3 11 7  554410 12 145 95000 13 0004558 000 14 000000555 75000 15 0005556  0 16 00005558 0 17 000005555  18 0358 5 19  0 20 0 21 0 22 55 23 79
Comparative Stem and Leaf Diagram Student Age From this comparative stem and leaf diagram, it is clear that the male ages are all more closely grouped then the females. Also the females had a number of outliers. female  male 7 1  9999 1 888889999999999999999 1111000 2 00000001111111111 3322222 2 2222223333 4 2 445 2 6 2 88 0 3  3  3  7 3  8 3  4  4  4 4  7 4
Frequency Distributions & Histograms ,[object Object],[object Object]
Frequency Distributions & Histograms ,[object Object],[object Object],[object Object],[object Object]
Frequency Distributions & Histograms ,[object Object]
Frequency Distributions & Histograms ,[object Object],Clearly, the largest group are single member law firms and the frequency decreases as the number of lawyers in the firm increases.
Frequency Distributions & Histograms ,[object Object]
Frequency Distributions & Histograms ,[object Object],The largest group of students bought 5 or 6 textbooks with 3 or 4 being the next largest frequency.
Frequency Distributions & Histograms ,[object Object]
Frequency Distributions & Histograms ,[object Object],[object Object],[object Object],[object Object]
Example of Frequency Distribution ,[object Object],[object Object]
Example of Frequency Distribution ,[object Object]
Histogram for Continuous Data ,[object Object],[object Object]
Histogram for Continuous Data ,[object Object]
Histogram for Continuous Data ,[object Object]
Cumulative Relative Frequency Table ,[object Object]
Cumulative Relative Frequency Plot ,[object Object]
Histogram for Continuous Data ,[object Object]
Histogram for Continuous Data ,[object Object]
Histogram for Continuous Data ,[object Object]
Histogram for Continuous Data ,[object Object]
Histogram for Continuous Data ,[object Object]
Histogram for Continuous Data ,[object Object],[object Object]
Illustrated Distribution Shapes Unimodal Bimodal Multimodal Skew negatively Symmetric Skew positively
Histograms with uneven class widths ,[object Object]
Histograms with uneven class widths ,[object Object]
Histograms with uneven class widths ,[object Object]
Histograms with uneven class widths ,[object Object],This choice for the density makes the area of the rectangle equal to the relative frequency.
Histograms with uneven class widths ,[object Object]
Histograms with uneven class widths ,[object Object]

Weitere ähnliche Inhalte

Was ist angesagt?

Lesson 1 05 measuring central tendency
Lesson 1 05 measuring central tendencyLesson 1 05 measuring central tendency
Lesson 1 05 measuring central tendencyPerla Pelicano Corpez
 
Frequency distribution, central tendency, measures of dispersion
Frequency distribution, central tendency, measures of dispersionFrequency distribution, central tendency, measures of dispersion
Frequency distribution, central tendency, measures of dispersionDhwani Shah
 
2.3 Graphs that enlighten and graphs that deceive
2.3 Graphs that enlighten and graphs that deceive2.3 Graphs that enlighten and graphs that deceive
2.3 Graphs that enlighten and graphs that deceiveLong Beach City College
 
Graphs that Enlighten and Graphs that Deceive
Graphs that Enlighten and Graphs that DeceiveGraphs that Enlighten and Graphs that Deceive
Graphs that Enlighten and Graphs that DeceiveLong Beach City College
 
Chapter 3 260110 044503
Chapter 3 260110 044503Chapter 3 260110 044503
Chapter 3 260110 044503guest25d353
 
Business Statistics Chapter 2
Business Statistics Chapter 2Business Statistics Chapter 2
Business Statistics Chapter 2Lux PP
 
Lesson03_new
Lesson03_newLesson03_new
Lesson03_newshengvn
 
3.3 Measures of relative standing and boxplots
3.3 Measures of relative standing and boxplots3.3 Measures of relative standing and boxplots
3.3 Measures of relative standing and boxplotsLong Beach City College
 
Frequency Distributions
Frequency DistributionsFrequency Distributions
Frequency Distributionsjasondroesch
 
Graphical presentation of data
Graphical presentation of dataGraphical presentation of data
Graphical presentation of dataprince irfan
 
Basic Stat Notes
Basic Stat NotesBasic Stat Notes
Basic Stat Notesroopcool
 
Chapter 2 250110 083240
Chapter 2 250110 083240Chapter 2 250110 083240
Chapter 2 250110 083240guest25d353
 
Measures of Relative Standing and Boxplots
Measures of Relative Standing and BoxplotsMeasures of Relative Standing and Boxplots
Measures of Relative Standing and BoxplotsLong Beach City College
 
Algebra unit 9.2
Algebra unit 9.2Algebra unit 9.2
Algebra unit 9.2Mark Ryder
 
Probability and statistics (frequency distributions)
Probability and statistics (frequency distributions)Probability and statistics (frequency distributions)
Probability and statistics (frequency distributions)Don Bosco BSIT
 
Statistics Based On Ncert X Class
Statistics Based On Ncert X ClassStatistics Based On Ncert X Class
Statistics Based On Ncert X ClassRanveer Kumar
 
frequency distribution table
frequency distribution tablefrequency distribution table
frequency distribution tableMonie Ali
 

Was ist angesagt? (18)

Lesson 1 05 measuring central tendency
Lesson 1 05 measuring central tendencyLesson 1 05 measuring central tendency
Lesson 1 05 measuring central tendency
 
Frequency distribution, central tendency, measures of dispersion
Frequency distribution, central tendency, measures of dispersionFrequency distribution, central tendency, measures of dispersion
Frequency distribution, central tendency, measures of dispersion
 
2.3 Graphs that enlighten and graphs that deceive
2.3 Graphs that enlighten and graphs that deceive2.3 Graphs that enlighten and graphs that deceive
2.3 Graphs that enlighten and graphs that deceive
 
Graphs that Enlighten and Graphs that Deceive
Graphs that Enlighten and Graphs that DeceiveGraphs that Enlighten and Graphs that Deceive
Graphs that Enlighten and Graphs that Deceive
 
Chapter 3 260110 044503
Chapter 3 260110 044503Chapter 3 260110 044503
Chapter 3 260110 044503
 
Business Statistics Chapter 2
Business Statistics Chapter 2Business Statistics Chapter 2
Business Statistics Chapter 2
 
Lesson03_new
Lesson03_newLesson03_new
Lesson03_new
 
3.3 Measures of relative standing and boxplots
3.3 Measures of relative standing and boxplots3.3 Measures of relative standing and boxplots
3.3 Measures of relative standing and boxplots
 
Frequency Distributions
Frequency DistributionsFrequency Distributions
Frequency Distributions
 
Graphical presentation of data
Graphical presentation of dataGraphical presentation of data
Graphical presentation of data
 
Basic Stat Notes
Basic Stat NotesBasic Stat Notes
Basic Stat Notes
 
Chapter 2 250110 083240
Chapter 2 250110 083240Chapter 2 250110 083240
Chapter 2 250110 083240
 
Measures of Relative Standing and Boxplots
Measures of Relative Standing and BoxplotsMeasures of Relative Standing and Boxplots
Measures of Relative Standing and Boxplots
 
Presentation of data
Presentation of dataPresentation of data
Presentation of data
 
Algebra unit 9.2
Algebra unit 9.2Algebra unit 9.2
Algebra unit 9.2
 
Probability and statistics (frequency distributions)
Probability and statistics (frequency distributions)Probability and statistics (frequency distributions)
Probability and statistics (frequency distributions)
 
Statistics Based On Ncert X Class
Statistics Based On Ncert X ClassStatistics Based On Ncert X Class
Statistics Based On Ncert X Class
 
frequency distribution table
frequency distribution tablefrequency distribution table
frequency distribution table
 

Andere mochten auch

Creating a Histogram in SPSS
Creating a Histogram in SPSSCreating a Histogram in SPSS
Creating a Histogram in SPSSflorentinoz
 
Histograms the Easy Way in Excel
Histograms the Easy Way in ExcelHistograms the Easy Way in Excel
Histograms the Easy Way in ExcelJay Arthur
 
Calculating a correlation coefficient and scatter plot using excel
Calculating a correlation coefficient and scatter plot using excelCalculating a correlation coefficient and scatter plot using excel
Calculating a correlation coefficient and scatter plot using excelSandra Nicks
 
Data Exploration & Visualization in Excel & Tableau - No Videos
Data Exploration & Visualization in Excel & Tableau - No VideosData Exploration & Visualization in Excel & Tableau - No Videos
Data Exploration & Visualization in Excel & Tableau - No VideosSkylar Ritchie
 
ANOVA and its application
ANOVA and its applicationANOVA and its application
ANOVA and its applicationGuruprasad P
 
Histogram, Pareto Diagram, Ishikawa Diagram, and Control Chart
Histogram, Pareto Diagram, Ishikawa Diagram, and Control ChartHistogram, Pareto Diagram, Ishikawa Diagram, and Control Chart
Histogram, Pareto Diagram, Ishikawa Diagram, and Control ChartNicola Ergo
 
Statistical analysis process- dr. a.amsavel
Statistical analysis  process- dr. a.amsavelStatistical analysis  process- dr. a.amsavel
Statistical analysis process- dr. a.amsavelAmsavel Vel
 
scatter diagram
 scatter diagram scatter diagram
scatter diagramshrey8916
 
Hypothesis Testing in Six Sigma
Hypothesis Testing in Six SigmaHypothesis Testing in Six Sigma
Hypothesis Testing in Six SigmaBody of Knowledge
 
Displaying data using charts and graphs
Displaying data using charts and graphsDisplaying data using charts and graphs
Displaying data using charts and graphsCharles Flynt
 
Chapter5 data handling grade 8 cbse
Chapter5  data handling grade 8 cbseChapter5  data handling grade 8 cbse
Chapter5 data handling grade 8 cbsehtanny
 
Types of graphs used in medicine
Types of graphs used in medicineTypes of graphs used in medicine
Types of graphs used in medicineSamir Haffar
 
Correlation analysis ppt
Correlation analysis pptCorrelation analysis ppt
Correlation analysis pptAnil Mishra
 
Chapter 2: Frequency Distribution and Graphs
Chapter 2: Frequency Distribution and GraphsChapter 2: Frequency Distribution and Graphs
Chapter 2: Frequency Distribution and GraphsMong Mara
 
Correlation
CorrelationCorrelation
CorrelationTech_MX
 

Andere mochten auch (20)

Creating a Histogram in SPSS
Creating a Histogram in SPSSCreating a Histogram in SPSS
Creating a Histogram in SPSS
 
Histograms the Easy Way in Excel
Histograms the Easy Way in ExcelHistograms the Easy Way in Excel
Histograms the Easy Way in Excel
 
Calculating a correlation coefficient and scatter plot using excel
Calculating a correlation coefficient and scatter plot using excelCalculating a correlation coefficient and scatter plot using excel
Calculating a correlation coefficient and scatter plot using excel
 
Data Exploration & Visualization in Excel & Tableau - No Videos
Data Exploration & Visualization in Excel & Tableau - No VideosData Exploration & Visualization in Excel & Tableau - No Videos
Data Exploration & Visualization in Excel & Tableau - No Videos
 
ANOVA and its application
ANOVA and its applicationANOVA and its application
ANOVA and its application
 
Histogram, Pareto Diagram, Ishikawa Diagram, and Control Chart
Histogram, Pareto Diagram, Ishikawa Diagram, and Control ChartHistogram, Pareto Diagram, Ishikawa Diagram, and Control Chart
Histogram, Pareto Diagram, Ishikawa Diagram, and Control Chart
 
Statistical analysis process- dr. a.amsavel
Statistical analysis  process- dr. a.amsavelStatistical analysis  process- dr. a.amsavel
Statistical analysis process- dr. a.amsavel
 
scatter diagram
 scatter diagram scatter diagram
scatter diagram
 
Hypothesis Testing in Six Sigma
Hypothesis Testing in Six SigmaHypothesis Testing in Six Sigma
Hypothesis Testing in Six Sigma
 
Displaying data using charts and graphs
Displaying data using charts and graphsDisplaying data using charts and graphs
Displaying data using charts and graphs
 
Chapter5 data handling grade 8 cbse
Chapter5  data handling grade 8 cbseChapter5  data handling grade 8 cbse
Chapter5 data handling grade 8 cbse
 
Pearson Correlation
Pearson CorrelationPearson Correlation
Pearson Correlation
 
Types of graphs used in medicine
Types of graphs used in medicineTypes of graphs used in medicine
Types of graphs used in medicine
 
Correlation analysis
Correlation analysisCorrelation analysis
Correlation analysis
 
Correlation
CorrelationCorrelation
Correlation
 
Correlation analysis ppt
Correlation analysis pptCorrelation analysis ppt
Correlation analysis ppt
 
Chapter 2: Frequency Distribution and Graphs
Chapter 2: Frequency Distribution and GraphsChapter 2: Frequency Distribution and Graphs
Chapter 2: Frequency Distribution and Graphs
 
Correlation
CorrelationCorrelation
Correlation
 
Correlation and Simple Regression
Correlation  and Simple RegressionCorrelation  and Simple Regression
Correlation and Simple Regression
 
Correlation ppt...
Correlation ppt...Correlation ppt...
Correlation ppt...
 

Ähnlich wie Chapter03

Graphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptx
Graphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptxGraphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptx
Graphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptxRanggaMasyhuriNuur
 
2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regression2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regressionLong Beach City College
 
2. week 2 data presentation and organization
2. week 2 data presentation and organization2. week 2 data presentation and organization
2. week 2 data presentation and organizationrenz50
 
TSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docx
TSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docxTSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docx
TSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docxnanamonkton
 
1) Chapter#02 Presentation of Data.ppt
1) Chapter#02 Presentation of Data.ppt1) Chapter#02 Presentation of Data.ppt
1) Chapter#02 Presentation of Data.pptMuntazirMehdi43
 
Penggambaran Data dengan Grafik
Penggambaran Data dengan GrafikPenggambaran Data dengan Grafik
Penggambaran Data dengan Grafikanom0164
 
graphic representations in statistics
 graphic representations in statistics graphic representations in statistics
graphic representations in statisticsUnsa Shakir
 
Source of DATA
Source of DATASource of DATA
Source of DATANahid Amin
 
lesson-data-presentation-tools-1.pptx
lesson-data-presentation-tools-1.pptxlesson-data-presentation-tools-1.pptx
lesson-data-presentation-tools-1.pptxAnalynPasto
 
4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docx
4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docx4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docx
4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docxgilbertkpeters11344
 
Problem I - Write your first name, middle name, and last name in c.docx
Problem I - Write your first name, middle name, and last name in c.docxProblem I - Write your first name, middle name, and last name in c.docx
Problem I - Write your first name, middle name, and last name in c.docxanitramcroberts
 

Ähnlich wie Chapter03 (20)

Chapter3
Chapter3Chapter3
Chapter3
 
Graphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptx
Graphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptxGraphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptx
Graphical Presentation of Data - Rangga Masyhuri Nuur LLU 27.pptx
 
Presentation1.pptx
Presentation1.pptxPresentation1.pptx
Presentation1.pptx
 
Statistics for ess
Statistics for essStatistics for ess
Statistics for ess
 
Statistics.ppt
Statistics.pptStatistics.ppt
Statistics.ppt
 
Chapter 2
Chapter 2Chapter 2
Chapter 2
 
Chapter 2
Chapter 2Chapter 2
Chapter 2
 
Data handling
Data handlingData handling
Data handling
 
2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regression2.4 Scatterplots, correlation, and regression
2.4 Scatterplots, correlation, and regression
 
Statistics three
Statistics threeStatistics three
Statistics three
 
Stats chapter 1
Stats chapter 1Stats chapter 1
Stats chapter 1
 
2. week 2 data presentation and organization
2. week 2 data presentation and organization2. week 2 data presentation and organization
2. week 2 data presentation and organization
 
TSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docx
TSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docxTSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docx
TSTD 6251  Fall 2014SPSS Exercise and Assignment 120 PointsI.docx
 
1) Chapter#02 Presentation of Data.ppt
1) Chapter#02 Presentation of Data.ppt1) Chapter#02 Presentation of Data.ppt
1) Chapter#02 Presentation of Data.ppt
 
Penggambaran Data dengan Grafik
Penggambaran Data dengan GrafikPenggambaran Data dengan Grafik
Penggambaran Data dengan Grafik
 
graphic representations in statistics
 graphic representations in statistics graphic representations in statistics
graphic representations in statistics
 
Source of DATA
Source of DATASource of DATA
Source of DATA
 
lesson-data-presentation-tools-1.pptx
lesson-data-presentation-tools-1.pptxlesson-data-presentation-tools-1.pptx
lesson-data-presentation-tools-1.pptx
 
4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docx
4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docx4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docx
4 CREATING GRAPHS A PICTURE REALLY IS WORTH A THOUSAND WORDS4 M.docx
 
Problem I - Write your first name, middle name, and last name in c.docx
Problem I - Write your first name, middle name, and last name in c.docxProblem I - Write your first name, middle name, and last name in c.docx
Problem I - Write your first name, middle name, and last name in c.docx
 

Mehr von rwmiller

Mehr von rwmiller (15)

Chapter06
Chapter06Chapter06
Chapter06
 
Chapter14
Chapter14Chapter14
Chapter14
 
Chapter13
Chapter13Chapter13
Chapter13
 
Chapter12
Chapter12Chapter12
Chapter12
 
Chapter11
Chapter11Chapter11
Chapter11
 
Chapter10
Chapter10Chapter10
Chapter10
 
Chapter09
Chapter09Chapter09
Chapter09
 
Chapter08
Chapter08Chapter08
Chapter08
 
Chapter07
Chapter07Chapter07
Chapter07
 
Chapter05
Chapter05Chapter05
Chapter05
 
Chapter04
Chapter04Chapter04
Chapter04
 
Chapter03
Chapter03Chapter03
Chapter03
 
Chapter15
Chapter15Chapter15
Chapter15
 
Chapter04
Chapter04Chapter04
Chapter04
 
Chapter02
Chapter02Chapter02
Chapter02
 

Kürzlich hochgeladen

Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...GENUINE ESCORT AGENCY
 
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...parulsinha
 
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...parulsinha
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...Arohi Goyal
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...chennailover
 
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...karishmasinghjnh
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...GENUINE ESCORT AGENCY
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...chennailover
 
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In AhmedabadGENUINE ESCORT AGENCY
 
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...Dipal Arora
 
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...chetankumar9855
 
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...GENUINE ESCORT AGENCY
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...adilkhan87451
 
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Most Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on WhatsappMost Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on WhatsappInaaya Sharma
 
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Sheetaleventcompany
 

Kürzlich hochgeladen (20)

Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
Call Girls Vasai Virar Just Call 9630942363 Top Class Call Girl Service Avail...
 
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
 
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
 
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
 
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
All Time Service Available Call Girls Marine Drive 📳 9820252231 For 18+ VIP C...
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
 
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
Independent Call Girls Service Mohali Sector 116 | 6367187148 | Call Girl Ser...
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
 
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
 
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
Coimbatore Call Girls in Thudiyalur : 7427069034 High Profile Model Escorts |...
 
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
8980367676 Call Girls In Ahmedabad Escort Service Available 24×7 In Ahmedabad
 
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
Best Rate (Patna ) Call Girls Patna ⟟ 8617370543 ⟟ High Class Call Girl In 5 ...
 
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
Call Girl In Pune 👉 Just CALL ME: 9352988975 💋 Call Out Call Both With High p...
 
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Madurai Just Call 9630942363 Top Class Call Girl Service Available
 
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
 
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Rishikesh Just Call 8250077686 Top Class Call Girl Service Available
 
Most Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on WhatsappMost Beautiful Call Girl in Bangalore Contact on Whatsapp
Most Beautiful Call Girl in Bangalore Contact on Whatsapp
 
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
 

Chapter03

  • 1. Chapter 3 Graphical Methods for Describing Data
  • 2. Frequency Distribution Example The data in the column labeled vision for the student data set introduced in the slides for chapter 1 is the answer to the question, “What is your principle means of correcting your vision?” The results are tabulated below
  • 3. Bar Chart Examples This comparative bar chart is based on frequencies and it can be difficult to interpret and misleading. Would you mistakenly interpret this to mean that the females and males use contacts equally often? You shouldn’t. The picture is distorted because the frequencies of males and females are not equal.
  • 4. Bar Chart Examples When the comparative bar chart is based on percents (or relative frequencies) (each group adds up to 100%) we can clearly see a difference in pattern for the eye correction proportions for each of the genders. Clearly for this sample of students, the proportion of female students with contacts is larger then the proportion of males with contacts.
  • 5. Bar Chart Examples Stacking the bar chart can also show the difference in distribution of eye correction method. This graph clearly shows that the females have a higher proportion using contacts and both the no correction and glasses group have smaller proportions then for the males.
  • 6.
  • 7.
  • 8.
  • 9. Another Example This data constitutes the grades earned by the distance learning students during one term in the Winter of 2002.
  • 10.
  • 11.
  • 12.
  • 13. Stem and Leaf Choosing the 1 st two digits as the stem and the 3 rd digit as the leaf we have the following 150 140 155 195 139 200 157 130 113 130 121 140 140 150 125 135 124 130 150 125 120 103 170 124 160 For our first example, we use the weights of the 25 female students. 10 11 12 13 14 15 16 17 18 19 20 3 3 154504 90050 000 05700 0 0 5 0
  • 14. Stem and Leaf Typically we sort the order the stems in increasing order. We also note on the diagram the units for stems and leaves Stem: Tens and hundreds digits Leaf: Ones digit 10 11 12 13 14 15 16 17 18 19 20 3 3 014455 00059 000 00057 0 0 5 0 Probable outliers
  • 15. Stem-and-leaf – GPA example The following are the GPAs for the 20 advisees of a faculty member. If the ones digit is used as the stem, you only get three groups. You can expand this a little by breaking up the stems by using each stem twice letting the 2 nd digits 0-4 go with the first and the 2 nd digits 5-9 with the second. The next slide gives two versions of the stem-and-leaf diagram. GPA 3.09 2.04 2.27 3.94 3.70 2.69 3.72 3.23 3.13 3.50 2.26 3.15 2.80 1.75 3.89 3.38 2.74 1.65 2.22 2.66
  • 16. Stem-and-leaf – GPA example Stem: Ones digit Leaf: Tenths digits Note: The characters in a stem-and-leaf diagram must all have the same width, so if typing a fixed character width font such as courier. Stem: Ones digit Leaf: Tenths and hundredths digits 1L 1H 2L 2H 3L 3H 65,75 04,22,26,27 66,69,74,80 09,13,15,23,38 50,70,72,89,94 1L 1H 2L 2H 3L 3H 67 0222 6678 01123 57789
  • 17. Comparative Stem and Leaf Diagram Student Weight (Comparing two groups) When it is desirable to compare two groups, back-to-back stem and leaf diagrams are useful. Here is the result from the student weights. From this comparative stem and leaf diagram, it is clear that the males weigh more (as a group not necessarily as individuals) than the females. 3 10 3 11 7 554410 12 145 95000 13 0004558 000 14 000000555 75000 15 0005556 0 16 00005558 0 17 000005555 18 0358 5 19 0 20 0 21 0 22 55 23 79
  • 18. Comparative Stem and Leaf Diagram Student Age From this comparative stem and leaf diagram, it is clear that the male ages are all more closely grouped then the females. Also the females had a number of outliers. female male 7 1 9999 1 888889999999999999999 1111000 2 00000001111111111 3322222 2 2222223333 4 2 445 2 6 2 88 0 3 3 3 7 3 8 3 4 4 4 4 7 4
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40. Illustrated Distribution Shapes Unimodal Bimodal Multimodal Skew negatively Symmetric Skew positively
  • 41.
  • 42.
  • 43.
  • 44.
  • 45.
  • 46.