SlideShare uma empresa Scribd logo
1 de 16
Univariate Analysis
Medical statistics Part IV
Univariate analysis :Watch one variable at
a time across sample
Data analysis
Descriptive Inferential
1 or 2 or multi
Univariate Bivariate Multivariate
Variables
Qualitative= Categorical Quantitative = Numerical
 Values are mutually exclusive
 Different values represent different categories
 Discrete
 Ordered Category Variables
 multiple category variables that are
formed by “sectioning” a quantitative
variable age categories of 0-10, 11-20,
21-30, 31-40
 most grading systems are like this 90-
100 A, etc.
 Values are mutually exclusive
 Different values represent different amounts
 Discrete or Continuous
 discrete
 No “partial counts” just “whole numbers”
e.g., how many siblings do you have
 continuous
 fractions, decimals, parts possible
 must decide on level of precision
e.g., how tall are you = 6’ 5’11” 5’10.65”
Define one Univariate analysis
 Descriptive
 Simplest
 First procedure one does when examining data
 Quantitative
 One variable watched at a time
 The tools involved depend with the kind of variable
 Variable may be a continuous or discrete
3 major tools used in Univariate analysis
 Distribution [of frequency]
 Central tendency[mean,median and mode]
 Dispersion
Distribution(of frequency)
 individual value
 range
 Charts
finding frequency is key measurement
Description of frequency
1) counts
2) percentages
3) percentile values
4) Central tendency
5) Dispersion[standard deviation
6) distribution: Skew=“direction of the distribution tail”
7) kurtosis
8) Standard Error of the Mean (SEM)
9) charts : bar charts and histograms
10) Box plot
Central Tendency
Mean :summing all the scores and dividing by the number of
students
Median: the score found at the exact middle of the set of values
Mode :the most frequently occurring value in the set of scores
Dispersion :Spread around the central
tendency
Range Standard deviation
Range=highest value minus
the lowest value
The Standard Deviation
shows the relation that set of
scores has to the mean of the
sample
More accurate
Standard deviation
The SPSS tools
• following procedures: "Frequencies", "Descriptives" and "Explore" all
located under the "Analyse" menu.
Standard Error of the Mean (SEM)
• Standard Error of the Mean
(SEM)
standard deviation
• SEM = ----------------
n
 The SEM tells the average sampling mean sampling
error -- by how much is our estimate of the
population mean wrong, on the average
 the smaller the population std, the more accurate
will tend to be our population mean estimate from
the sample
 larger samples tend to give more accurate
population estimates
Thanks

Mais conteúdo relacionado

Mais procurados

Lecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysisLecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysisDr Rajeev Kumar
 
Fixed-effect and random-effects models in meta-analysis
Fixed-effect and random-effects models in meta-analysisFixed-effect and random-effects models in meta-analysis
Fixed-effect and random-effects models in meta-analysisRizwan S A
 
Descriptive statistics
Descriptive statisticsDescriptive statistics
Descriptive statisticsAnand Thokal
 
Introduction To Survival Analysis
Introduction To Survival AnalysisIntroduction To Survival Analysis
Introduction To Survival Analysisfedericorotolo
 
Statistical Estimation
Statistical Estimation Statistical Estimation
Statistical Estimation Remyagharishs
 
Chi-square, Yates, Fisher & McNemar
Chi-square, Yates, Fisher & McNemarChi-square, Yates, Fisher & McNemar
Chi-square, Yates, Fisher & McNemarAzmi Mohd Tamil
 
Data Analysis with SPSS PPT.pdf
Data Analysis with SPSS PPT.pdfData Analysis with SPSS PPT.pdf
Data Analysis with SPSS PPT.pdfThanavathi C
 
Spss lecture notes
Spss lecture notesSpss lecture notes
Spss lecture notesDavid mbwiga
 
Measures of central tendency
Measures of central tendency Measures of central tendency
Measures of central tendency Jagdish Powar
 
What is statistics
What is statisticsWhat is statistics
What is statisticsRaj Teotia
 
Introduction to statistics in health care
Introduction to statistics in health care Introduction to statistics in health care
Introduction to statistics in health care Dhasarathi Kumar
 
Application of Univariate, Bi-variate and Multivariate analysis Pooja k shetty
Application of Univariate, Bi-variate and Multivariate analysis Pooja k shettyApplication of Univariate, Bi-variate and Multivariate analysis Pooja k shetty
Application of Univariate, Bi-variate and Multivariate analysis Pooja k shettySundar B N
 
Quantitative data analysis - John Richardson
Quantitative data analysis - John RichardsonQuantitative data analysis - John Richardson
Quantitative data analysis - John RichardsonOUmethods
 
Basics of statistics
Basics of statisticsBasics of statistics
Basics of statisticsdonthuraj
 
Variables & Studytype
Variables & StudytypeVariables & Studytype
Variables & StudytypeAman Ullah
 
Anova in easyest way
Anova in easyest wayAnova in easyest way
Anova in easyest wayBidyut Ghosh
 
Ppt for 1.1 introduction to statistical inference
Ppt for 1.1 introduction to statistical inferencePpt for 1.1 introduction to statistical inference
Ppt for 1.1 introduction to statistical inferencevasu Chemistry
 

Mais procurados (20)

Lecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysisLecture 6. univariate and bivariate analysis
Lecture 6. univariate and bivariate analysis
 
Bioststistic mbbs-1 f30may
Bioststistic  mbbs-1 f30mayBioststistic  mbbs-1 f30may
Bioststistic mbbs-1 f30may
 
Survival analysis
Survival analysisSurvival analysis
Survival analysis
 
Fixed-effect and random-effects models in meta-analysis
Fixed-effect and random-effects models in meta-analysisFixed-effect and random-effects models in meta-analysis
Fixed-effect and random-effects models in meta-analysis
 
Descriptive statistics
Descriptive statisticsDescriptive statistics
Descriptive statistics
 
Introduction To Survival Analysis
Introduction To Survival AnalysisIntroduction To Survival Analysis
Introduction To Survival Analysis
 
Statistical Estimation
Statistical Estimation Statistical Estimation
Statistical Estimation
 
Chi-square, Yates, Fisher & McNemar
Chi-square, Yates, Fisher & McNemarChi-square, Yates, Fisher & McNemar
Chi-square, Yates, Fisher & McNemar
 
Data Analysis with SPSS PPT.pdf
Data Analysis with SPSS PPT.pdfData Analysis with SPSS PPT.pdf
Data Analysis with SPSS PPT.pdf
 
Spss lecture notes
Spss lecture notesSpss lecture notes
Spss lecture notes
 
Measures of central tendency
Measures of central tendency Measures of central tendency
Measures of central tendency
 
What is statistics
What is statisticsWhat is statistics
What is statistics
 
Introduction to statistics in health care
Introduction to statistics in health care Introduction to statistics in health care
Introduction to statistics in health care
 
Application of Univariate, Bi-variate and Multivariate analysis Pooja k shetty
Application of Univariate, Bi-variate and Multivariate analysis Pooja k shettyApplication of Univariate, Bi-variate and Multivariate analysis Pooja k shetty
Application of Univariate, Bi-variate and Multivariate analysis Pooja k shetty
 
Quantitative data analysis - John Richardson
Quantitative data analysis - John RichardsonQuantitative data analysis - John Richardson
Quantitative data analysis - John Richardson
 
Confidence interval
Confidence intervalConfidence interval
Confidence interval
 
Basics of statistics
Basics of statisticsBasics of statistics
Basics of statistics
 
Variables & Studytype
Variables & StudytypeVariables & Studytype
Variables & Studytype
 
Anova in easyest way
Anova in easyest wayAnova in easyest way
Anova in easyest way
 
Ppt for 1.1 introduction to statistical inference
Ppt for 1.1 introduction to statistical inferencePpt for 1.1 introduction to statistical inference
Ppt for 1.1 introduction to statistical inference
 

Destaque

Univariate Analysis
 Univariate Analysis Univariate Analysis
Univariate AnalysisSoumya Sahoo
 
Univariate, bivariate analysis, hypothesis testing, chi square
Univariate, bivariate analysis, hypothesis testing, chi squareUnivariate, bivariate analysis, hypothesis testing, chi square
Univariate, bivariate analysis, hypothesis testing, chi squarekongara
 
Multivariate Analysis Techniques
Multivariate Analysis TechniquesMultivariate Analysis Techniques
Multivariate Analysis TechniquesMehul Gondaliya
 
Methods of multivariate analysis
Methods of multivariate analysisMethods of multivariate analysis
Methods of multivariate analysisharamaya university
 
Multivariate Analysis An Overview
Multivariate Analysis An OverviewMultivariate Analysis An Overview
Multivariate Analysis An Overviewguest3311ed
 
Quantitative Data Analysis
Quantitative Data AnalysisQuantitative Data Analysis
Quantitative Data AnalysisAsma Muhamad
 
DIstinguish between Parametric vs nonparametric test
 DIstinguish between Parametric vs nonparametric test DIstinguish between Parametric vs nonparametric test
DIstinguish between Parametric vs nonparametric testsai prakash
 
Знакомство с Universal Analysis 2000
Знакомство с Universal Analysis 2000Знакомство с Universal Analysis 2000
Знакомство с Universal Analysis 2000Marat Akhmetov
 
Statistical analysis
Statistical analysisStatistical analysis
Statistical analysisXiuxia Du
 
The effects of self-regulatory mechanisms on business success in a randomized...
The effects of self-regulatory mechanisms on business success in a randomized...The effects of self-regulatory mechanisms on business success in a randomized...
The effects of self-regulatory mechanisms on business success in a randomized...INPERE
 
Univariate analysis of variance
Univariate analysis of varianceUnivariate analysis of variance
Univariate analysis of variancedian Arrachman
 
Studyguide FK6193 Advanced Statistics
Studyguide FK6193 Advanced StatisticsStudyguide FK6193 Advanced Statistics
Studyguide FK6193 Advanced StatisticsAzmi Mohd Tamil
 
Pedoman pengolahan & analisis data
Pedoman pengolahan & analisis dataPedoman pengolahan & analisis data
Pedoman pengolahan & analisis dataconesti08com
 
Legal issues for the entreprenuer
Legal issues for the entreprenuerLegal issues for the entreprenuer
Legal issues for the entreprenuerRajesh Patel
 
Bivariate analysis
Bivariate analysisBivariate analysis
Bivariate analysisariassam
 

Destaque (20)

Univariate Analysis
 Univariate Analysis Univariate Analysis
Univariate Analysis
 
Univariate Analysis
Univariate AnalysisUnivariate Analysis
Univariate Analysis
 
Univariate, bivariate analysis, hypothesis testing, chi square
Univariate, bivariate analysis, hypothesis testing, chi squareUnivariate, bivariate analysis, hypothesis testing, chi square
Univariate, bivariate analysis, hypothesis testing, chi square
 
Multivariate Analysis Techniques
Multivariate Analysis TechniquesMultivariate Analysis Techniques
Multivariate Analysis Techniques
 
Multivariate analysis
Multivariate analysisMultivariate analysis
Multivariate analysis
 
Methods of multivariate analysis
Methods of multivariate analysisMethods of multivariate analysis
Methods of multivariate analysis
 
Multivariate Analysis An Overview
Multivariate Analysis An OverviewMultivariate Analysis An Overview
Multivariate Analysis An Overview
 
Quantitative Data Analysis
Quantitative Data AnalysisQuantitative Data Analysis
Quantitative Data Analysis
 
DIstinguish between Parametric vs nonparametric test
 DIstinguish between Parametric vs nonparametric test DIstinguish between Parametric vs nonparametric test
DIstinguish between Parametric vs nonparametric test
 
Case Study Method
Case Study MethodCase Study Method
Case Study Method
 
Знакомство с Universal Analysis 2000
Знакомство с Universal Analysis 2000Знакомство с Universal Analysis 2000
Знакомство с Universal Analysis 2000
 
Statistical analysis
Statistical analysisStatistical analysis
Statistical analysis
 
The effects of self-regulatory mechanisms on business success in a randomized...
The effects of self-regulatory mechanisms on business success in a randomized...The effects of self-regulatory mechanisms on business success in a randomized...
The effects of self-regulatory mechanisms on business success in a randomized...
 
Univariate analysis of variance
Univariate analysis of varianceUnivariate analysis of variance
Univariate analysis of variance
 
Studyguide FK6193 Advanced Statistics
Studyguide FK6193 Advanced StatisticsStudyguide FK6193 Advanced Statistics
Studyguide FK6193 Advanced Statistics
 
Pedoman pengolahan & analisis data
Pedoman pengolahan & analisis dataPedoman pengolahan & analisis data
Pedoman pengolahan & analisis data
 
Minggu 11_Teknik Analisis Komparasi
Minggu 11_Teknik Analisis KomparasiMinggu 11_Teknik Analisis Komparasi
Minggu 11_Teknik Analisis Komparasi
 
Legal issues for the entreprenuer
Legal issues for the entreprenuerLegal issues for the entreprenuer
Legal issues for the entreprenuer
 
Bivariate analysis
Bivariate analysisBivariate analysis
Bivariate analysis
 
Bivariate
BivariateBivariate
Bivariate
 

Semelhante a Univariate analysis:Medical statistics Part IV

Statistical Methods in Research
Statistical Methods in ResearchStatistical Methods in Research
Statistical Methods in ResearchManoj Sharma
 
STATISTICAL PROCEDURES (Discriptive Statistics).pptx
STATISTICAL PROCEDURES (Discriptive Statistics).pptxSTATISTICAL PROCEDURES (Discriptive Statistics).pptx
STATISTICAL PROCEDURES (Discriptive Statistics).pptxMuhammadNafees42
 
Statistics ppt.ppt
Statistics ppt.pptStatistics ppt.ppt
Statistics ppt.pptHeni524956
 
Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734AbhishekDas15
 
Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734AbhishekDas15
 
Central Tendency and Dispersion.pptx
Central Tendency and Dispersion.pptxCentral Tendency and Dispersion.pptx
Central Tendency and Dispersion.pptxSATYAJIT58
 
CABT Math 8 measures of central tendency and dispersion
CABT Math 8   measures of central tendency and dispersionCABT Math 8   measures of central tendency and dispersion
CABT Math 8 measures of central tendency and dispersionGilbert Joseph Abueg
 
Biostatistics mean median mode unit 1.pptx
Biostatistics mean median mode unit 1.pptxBiostatistics mean median mode unit 1.pptx
Biostatistics mean median mode unit 1.pptxSailajaReddyGunnam
 
Medical Statistics.ppt
Medical Statistics.pptMedical Statistics.ppt
Medical Statistics.pptssuserf0d95a
 
STATISTICAL PARAMETERS
STATISTICAL  PARAMETERSSTATISTICAL  PARAMETERS
STATISTICAL PARAMETERSHasiful Arabi
 
Descriptive_statistics - Sample 1.pptx
Descriptive_statistics - Sample 1.pptxDescriptive_statistics - Sample 1.pptx
Descriptive_statistics - Sample 1.pptxSachinKumar524686
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptaigil2
 
Basic Statistical Concepts in Machine Learning.pptx
Basic Statistical Concepts in Machine Learning.pptxBasic Statistical Concepts in Machine Learning.pptx
Basic Statistical Concepts in Machine Learning.pptxbajajrishabh96tech
 
2. chapter ii(analyz)
2. chapter ii(analyz)2. chapter ii(analyz)
2. chapter ii(analyz)Chhom Karath
 
Malimu descriptive statistics.
Malimu descriptive statistics.Malimu descriptive statistics.
Malimu descriptive statistics.Miharbi Ignasm
 
Frequency distributions.pptx
Frequency distributions.pptxFrequency distributions.pptx
Frequency distributions.pptxsadiakhan783184
 
Measure of central tendency grouped data.pptx
Measure of central tendency grouped data.pptxMeasure of central tendency grouped data.pptx
Measure of central tendency grouped data.pptxSandeAlotaBoco
 

Semelhante a Univariate analysis:Medical statistics Part IV (20)

Statistical Methods in Research
Statistical Methods in ResearchStatistical Methods in Research
Statistical Methods in Research
 
STATISTICAL PROCEDURES (Discriptive Statistics).pptx
STATISTICAL PROCEDURES (Discriptive Statistics).pptxSTATISTICAL PROCEDURES (Discriptive Statistics).pptx
STATISTICAL PROCEDURES (Discriptive Statistics).pptx
 
Statistics ppt.ppt
Statistics ppt.pptStatistics ppt.ppt
Statistics ppt.ppt
 
Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734
 
Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734Biostatistics basics-biostatistics4734
Biostatistics basics-biostatistics4734
 
4.15.04a.ppt
4.15.04a.ppt4.15.04a.ppt
4.15.04a.ppt
 
Central Tendency and Dispersion.pptx
Central Tendency and Dispersion.pptxCentral Tendency and Dispersion.pptx
Central Tendency and Dispersion.pptx
 
4.15.04a.ppt
4.15.04a.ppt4.15.04a.ppt
4.15.04a.ppt
 
CABT Math 8 measures of central tendency and dispersion
CABT Math 8   measures of central tendency and dispersionCABT Math 8   measures of central tendency and dispersion
CABT Math 8 measures of central tendency and dispersion
 
Biostatistics mean median mode unit 1.pptx
Biostatistics mean median mode unit 1.pptxBiostatistics mean median mode unit 1.pptx
Biostatistics mean median mode unit 1.pptx
 
21.StatsLecture.07.ppt
21.StatsLecture.07.ppt21.StatsLecture.07.ppt
21.StatsLecture.07.ppt
 
Medical Statistics.ppt
Medical Statistics.pptMedical Statistics.ppt
Medical Statistics.ppt
 
STATISTICAL PARAMETERS
STATISTICAL  PARAMETERSSTATISTICAL  PARAMETERS
STATISTICAL PARAMETERS
 
Descriptive_statistics - Sample 1.pptx
Descriptive_statistics - Sample 1.pptxDescriptive_statistics - Sample 1.pptx
Descriptive_statistics - Sample 1.pptx
 
MEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .pptMEASURES OF DISPERSION I BSc Botany .ppt
MEASURES OF DISPERSION I BSc Botany .ppt
 
Basic Statistical Concepts in Machine Learning.pptx
Basic Statistical Concepts in Machine Learning.pptxBasic Statistical Concepts in Machine Learning.pptx
Basic Statistical Concepts in Machine Learning.pptx
 
2. chapter ii(analyz)
2. chapter ii(analyz)2. chapter ii(analyz)
2. chapter ii(analyz)
 
Malimu descriptive statistics.
Malimu descriptive statistics.Malimu descriptive statistics.
Malimu descriptive statistics.
 
Frequency distributions.pptx
Frequency distributions.pptxFrequency distributions.pptx
Frequency distributions.pptx
 
Measure of central tendency grouped data.pptx
Measure of central tendency grouped data.pptxMeasure of central tendency grouped data.pptx
Measure of central tendency grouped data.pptx
 

Mais de Ramachandra Barik

Intensive care of congenital heart disease.pptx
Intensive care of congenital heart disease.pptxIntensive care of congenital heart disease.pptx
Intensive care of congenital heart disease.pptxRamachandra Barik
 
Management of Hypetension.pptx
Management of Hypetension.pptxManagement of Hypetension.pptx
Management of Hypetension.pptxRamachandra Barik
 
CRISPR and cardiovascular diseases.pdf
CRISPR and cardiovascular diseases.pdfCRISPR and cardiovascular diseases.pdf
CRISPR and cardiovascular diseases.pdfRamachandra Barik
 
Pacemaker Pocket Infection After Splenectomy
Pacemaker Pocket Infection After SplenectomyPacemaker Pocket Infection After Splenectomy
Pacemaker Pocket Infection After SplenectomyRamachandra Barik
 
A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...
A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...
A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...Ramachandra Barik
 
Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...
Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...
Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...Ramachandra Barik
 
Anticoagulation therapy during pregnancy
Anticoagulation therapy during pregnancyAnticoagulation therapy during pregnancy
Anticoagulation therapy during pregnancyRamachandra Barik
 
Intracoronary optical coherence tomography
Intracoronary optical coherence tomographyIntracoronary optical coherence tomography
Intracoronary optical coherence tomographyRamachandra Barik
 
A roadmap for the human development
A roadmap for the human developmentA roadmap for the human development
A roadmap for the human developmentRamachandra Barik
 
Left ventricular false tendons
Left ventricular false tendonsLeft ventricular false tendons
Left ventricular false tendonsRamachandra Barik
 

Mais de Ramachandra Barik (20)

Willens's syndrome.pptx
Willens's syndrome.pptxWillens's syndrome.pptx
Willens's syndrome.pptx
 
Intensive care of congenital heart disease.pptx
Intensive care of congenital heart disease.pptxIntensive care of congenital heart disease.pptx
Intensive care of congenital heart disease.pptx
 
Management of Hypetension.pptx
Management of Hypetension.pptxManagement of Hypetension.pptx
Management of Hypetension.pptx
 
CRISPR and cardiovascular diseases.pdf
CRISPR and cardiovascular diseases.pdfCRISPR and cardiovascular diseases.pdf
CRISPR and cardiovascular diseases.pdf
 
Pacemaker Pocket Infection After Splenectomy
Pacemaker Pocket Infection After SplenectomyPacemaker Pocket Infection After Splenectomy
Pacemaker Pocket Infection After Splenectomy
 
Piccolo Duct Occluder.pdf
Piccolo Duct Occluder.pdfPiccolo Duct Occluder.pdf
Piccolo Duct Occluder.pdf
 
MISPLACED ECG LEADS.pptx
MISPLACED ECG LEADS.pptxMISPLACED ECG LEADS.pptx
MISPLACED ECG LEADS.pptx
 
A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...
A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...
A Case of Device Closure of an Eccentric Atrial Septal Defect Using a Large D...
 
Arrythmia-IV.pptx
Arrythmia-IV.pptxArrythmia-IV.pptx
Arrythmia-IV.pptx
 
Arrythmia-III.pptx
Arrythmia-III.pptxArrythmia-III.pptx
Arrythmia-III.pptx
 
Arrythmia-II.pptx
Arrythmia-II.pptxArrythmia-II.pptx
Arrythmia-II.pptx
 
Arrythmia-I.pptx
Arrythmia-I.pptxArrythmia-I.pptx
Arrythmia-I.pptx
 
Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...
Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...
Trio of Rheumatic Mitral Stenosis, Right Posterior Septal Accessory Pathway a...
 
Anticoagulation therapy during pregnancy
Anticoagulation therapy during pregnancyAnticoagulation therapy during pregnancy
Anticoagulation therapy during pregnancy
 
Coronary guidewire
Coronary guidewireCoronary guidewire
Coronary guidewire
 
Intracoronary optical coherence tomography
Intracoronary optical coherence tomographyIntracoronary optical coherence tomography
Intracoronary optical coherence tomography
 
Brugada syndrome
Brugada syndromeBrugada syndrome
Brugada syndrome
 
A roadmap for the human development
A roadmap for the human developmentA roadmap for the human development
A roadmap for the human development
 
Intra aortic balloon pump
Intra aortic balloon pumpIntra aortic balloon pump
Intra aortic balloon pump
 
Left ventricular false tendons
Left ventricular false tendonsLeft ventricular false tendons
Left ventricular false tendons
 

Último

The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableNehru place Escorts
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomdiscovermytutordmt
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...Taniya Sharma
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...CALL GIRLS
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...narwatsonia7
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...jageshsingh5554
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Call Girls in Nagpur High Profile
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 

Último (20)

The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
 
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls AvailableVip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
Vip Call Girls Anna Salai Chennai 👉 8250192130 ❣️💯 Top Class Girls Available
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
 
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
💎VVIP Kolkata Call Girls Parganas🩱7001035870🩱Independent Girl ( Ac Rooms Avai...
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
 
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Bareilly Just Call 9907093804 Top Class Call Girl Service Available
 
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
Top Rated Bangalore Call Girls Mg Road ⟟ 8250192130 ⟟ Call Me For Genuine Sex...
 
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
VIP Service Call Girls Sindhi Colony 📳 7877925207 For 18+ VIP Call Girl At Th...
 
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Faridabad Just Call 9907093804 Top Class Call Girl Service Available
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Siliguri Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 

Univariate analysis:Medical statistics Part IV

  • 2. Univariate analysis :Watch one variable at a time across sample
  • 4. 1 or 2 or multi Univariate Bivariate Multivariate
  • 5. Variables Qualitative= Categorical Quantitative = Numerical  Values are mutually exclusive  Different values represent different categories  Discrete  Ordered Category Variables  multiple category variables that are formed by “sectioning” a quantitative variable age categories of 0-10, 11-20, 21-30, 31-40  most grading systems are like this 90- 100 A, etc.  Values are mutually exclusive  Different values represent different amounts  Discrete or Continuous  discrete  No “partial counts” just “whole numbers” e.g., how many siblings do you have  continuous  fractions, decimals, parts possible  must decide on level of precision e.g., how tall are you = 6’ 5’11” 5’10.65”
  • 6.
  • 7. Define one Univariate analysis  Descriptive  Simplest  First procedure one does when examining data  Quantitative  One variable watched at a time  The tools involved depend with the kind of variable  Variable may be a continuous or discrete
  • 8. 3 major tools used in Univariate analysis  Distribution [of frequency]  Central tendency[mean,median and mode]  Dispersion
  • 9. Distribution(of frequency)  individual value  range  Charts
  • 10. finding frequency is key measurement Description of frequency 1) counts 2) percentages 3) percentile values 4) Central tendency 5) Dispersion[standard deviation 6) distribution: Skew=“direction of the distribution tail” 7) kurtosis 8) Standard Error of the Mean (SEM) 9) charts : bar charts and histograms 10) Box plot
  • 11. Central Tendency Mean :summing all the scores and dividing by the number of students Median: the score found at the exact middle of the set of values Mode :the most frequently occurring value in the set of scores
  • 12. Dispersion :Spread around the central tendency Range Standard deviation Range=highest value minus the lowest value The Standard Deviation shows the relation that set of scores has to the mean of the sample More accurate
  • 14. The SPSS tools • following procedures: "Frequencies", "Descriptives" and "Explore" all located under the "Analyse" menu.
  • 15. Standard Error of the Mean (SEM) • Standard Error of the Mean (SEM) standard deviation • SEM = ---------------- n  The SEM tells the average sampling mean sampling error -- by how much is our estimate of the population mean wrong, on the average  the smaller the population std, the more accurate will tend to be our population mean estimate from the sample  larger samples tend to give more accurate population estimates