SlideShare a Scribd company logo

Data Analysis

•Download as PPT, PDF•
•
Andrea Wiggins
Andrea Wiggins

Data analysis lecture for IST 400/600 "Science Data Management" at the Syracuse University School of Information Studies. This lecture covers some basic high-level concepts involved in data analysis, with mild emphasis on scientific research contexts.

Technology
1 of 29
Data Analysis Andrea Wiggins IST 400/600 April 14, 2008
Data Analysis ,[object Object],[object Object],[object Object],http://flickr.com/photos/techne/100055322/
Overview ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Requirements for Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],http://www.flickr.com/photos/anikarenina/369089979/
Computational Resources ,[object Object],[object Object],[object Object]
Scale of Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Complexity ,[object Object],[object Object],[object Object],[object Object]
Serial & Parallel Processes Serial Parallel
Small Scale Computing ,[object Object],[object Object],http://www.flickr.com/photos/cayusa/431036565/
Moderate Scale Computing ,[object Object],[object Object],[object Object],http://www.cpge.utexas.edu/rsjip/
Macro Scale Computing ,[object Object],[object Object],[object Object],[object Object],[object Object],http://ajlopez.wordpress.com/2007/12/03/grid-computing-programming/
Types of Data Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Confirmatory Data Analysis ,[object Object],[object Object],[object Object],http://flickr.com/photos/activitystory/105110622/
Exploratory Data Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Qualitative Data Analysis ,[object Object],[object Object],[object Object],http://flickr.com/photos/valix/939388335/
Context of Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],http://flickr.com/photos/makou0629/1145908929/
Data Analysis: Design ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Analysis: Prepare Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Analysis: Revise & Run ,[object Object],[object Object],[object Object],[object Object],[object Object]
Data Analysis: Save Output ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Analysis: Use ,[object Object],[object Object],[object Object],[object Object],[object Object]
Very Important Details ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Analysis Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],http://flickr.com/photos/alistairmcmillan/2102898220/
Open Science Movement ,[object Object],Closed Open Traditional Lab Notebook (unpublished) Traditional Journal Article Open Access Journal Article Open Notebook Science (full transparency) From Jean-Claude Bradley in Nature Proceedings : doi:10.1038/npre.2007.39.1 : Posted 11 Jun 2007
Analysis Workflows ,[object Object],[object Object],[object Object],[object Object]
Analysis Outputs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],http://flickr.com/photos/thiru/278930492/
Dashboard Reports ,[object Object],[object Object],[object Object],http://flickr.com/photos/jauladeardilla/345883088/
Concluding Thoughts ,[object Object],[object Object],[object Object],[object Object]
Questions for Discussion ,[object Object],[object Object],[object Object],[object Object]

Recommended

Various statistical software's in data analysis.
Various statistical software's in data analysis.Various statistical software's in data analysis.
Various statistical software's in data analysis.SelvaMani69
 
Uses of SPSS and Excel to analyze data
Uses of SPSS and Excel to analyze dataUses of SPSS and Excel to analyze data
Uses of SPSS and Excel to analyze dataKudrat-E- Khoda(Prince)
 
Data Analysis using SPSS: Part 1
Data Analysis using SPSS: Part 1Data Analysis using SPSS: Part 1
Data Analysis using SPSS: Part 1Taddesse Kassahun
 
Statistical software packages
Statistical software packagesStatistical software packages
Statistical software packagesKm Ashif
 
Application of spss usha (1)
Application of spss usha (1)Application of spss usha (1)
Application of spss usha (1)Rajat Kumar Pandeya
 
Introduction to spss
Introduction to spssIntroduction to spss
Introduction to spssrkalidasan
 
Evaluation Spss
Evaluation SpssEvaluation Spss
Evaluation Spssjackng
 
Statistical software
Statistical softwareStatistical software
Statistical softwareSubramani Parasuraman
 

Recommended

Various statistical software's in data analysis.
Various statistical software's in data analysis.Various statistical software's in data analysis.
Various statistical software's in data analysis.SelvaMani69
 
Uses of SPSS and Excel to analyze data
Uses of SPSS and Excel to analyze dataUses of SPSS and Excel to analyze data
Uses of SPSS and Excel to analyze dataKudrat-E- Khoda(Prince)
 
Data Analysis using SPSS: Part 1
Data Analysis using SPSS: Part 1Data Analysis using SPSS: Part 1
Data Analysis using SPSS: Part 1Taddesse Kassahun
 
Statistical software packages
Statistical software packagesStatistical software packages
Statistical software packagesKm Ashif
 
Application of spss usha (1)
Application of spss usha (1)Application of spss usha (1)
Application of spss usha (1)Rajat Kumar Pandeya
 
Introduction to spss
Introduction to spssIntroduction to spss
Introduction to spssrkalidasan
 
Evaluation Spss
Evaluation SpssEvaluation Spss
Evaluation Spssjackng
 
Statistical software
Statistical softwareStatistical software
Statistical softwareSubramani Parasuraman
 
SPSS-SYNTAX
SPSS-SYNTAXSPSS-SYNTAX
SPSS-SYNTAXD Dutta Roy
 
data analysis techniques and statistical softwares
data analysis techniques and statistical softwaresdata analysis techniques and statistical softwares
data analysis techniques and statistical softwaresDr.ammara khakwani
 
Application of SPSS by umakant bhaskar gohatre
Application of SPSS by umakant bhaskar gohatre Application of SPSS by umakant bhaskar gohatre
Application of SPSS by umakant bhaskar gohatre Smt. Indira Gandhi College of Engineering, Navi Mumbai, Mumbai
 
Exploratory data analysis data visualization
Exploratory data analysis data visualizationExploratory data analysis data visualization
Exploratory data analysis data visualizationDr. Hamdan Al-Sabri
 
Final spss hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013Final spss hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013Tin Myo Han
 
An introduction to spss
An introduction to spssAn introduction to spss
An introduction to spssShahbaz Alam
 
Data analysis
Data analysisData analysis
Data analysisNursing Path
 
Statistical softwares
Statistical softwaresStatistical softwares
Statistical softwaresAfra Fathima
 
Spss an introduction
Spss an introductionSpss an introduction
Spss an introductionSuresh Thengumpallil
 
Data analysis using spss
Data analysis using spssData analysis using spss
Data analysis using spssSyed Faisal
 
What Is the Use of SPSS in Data Analysis
What Is the Use of SPSS in Data AnalysisWhat Is the Use of SPSS in Data Analysis
What Is the Use of SPSS in Data AnalysisSPSSResearch
 
Spss beginners
Spss beginnersSpss beginners
Spss beginnersUniversity of Education
 
Statistical Procedures using SPSSi
Statistical Procedures using SPSSiStatistical Procedures using SPSSi
Statistical Procedures using SPSSiTaddesse Kassahun
 
Introduction to data analysis using excel
Introduction to data analysis using excelIntroduction to data analysis using excel
Introduction to data analysis using excelAhmed Essam
 
Spss as a research tool
Spss as a research tool Spss as a research tool
Spss as a research tool Integral university, Lucknow
 
Introduction To Spss - Opening Data File and Descriptive Analysis
Introduction To Spss - Opening Data File and Descriptive AnalysisIntroduction To Spss - Opening Data File and Descriptive Analysis
Introduction To Spss - Opening Data File and Descriptive AnalysisDr Ali Yusob Md Zain
 
Spss
SpssSpss
Spsssalemhusin
 
Statistical analysis using spss
Statistical analysis using spssStatistical analysis using spss
Statistical analysis using spssjpcagphil
 
An Introduction to SPSS
An Introduction to SPSSAn Introduction to SPSS
An Introduction to SPSSRayman Soe
 
Data Visualization in Exploratory Data Analysis
Data Visualization in Exploratory Data AnalysisData Visualization in Exploratory Data Analysis
Data Visualization in Exploratory Data AnalysisEva Durall
 
Data analysis powerpoint
Data analysis powerpointData analysis powerpoint
Data analysis powerpointjamiebrandon
 
Data analysis and Presentation
Data analysis and PresentationData analysis and Presentation
Data analysis and PresentationJignesh Kariya
 

More Related Content

What's hot

data analysis techniques and statistical softwares
data analysis techniques and statistical softwaresdata analysis techniques and statistical softwares
data analysis techniques and statistical softwaresDr.ammara khakwani
 
Exploratory data analysis data visualization
Exploratory data analysis data visualizationExploratory data analysis data visualization
Exploratory data analysis data visualizationDr. Hamdan Al-Sabri
 
Final spss hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013Final spss hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013Tin Myo Han
 
An introduction to spss
An introduction to spssAn introduction to spss
An introduction to spssShahbaz Alam
 
Statistical softwares
Statistical softwaresStatistical softwares
Statistical softwaresAfra Fathima
 
Data analysis using spss
Data analysis using spssData analysis using spss
Data analysis using spssSyed Faisal
 
What Is the Use of SPSS in Data Analysis
What Is the Use of SPSS in Data AnalysisWhat Is the Use of SPSS in Data Analysis
What Is the Use of SPSS in Data AnalysisSPSSResearch
 
Statistical Procedures using SPSSi
Statistical Procedures using SPSSiStatistical Procedures using SPSSi
Statistical Procedures using SPSSiTaddesse Kassahun
 
Introduction to data analysis using excel
Introduction to data analysis using excelIntroduction to data analysis using excel
Introduction to data analysis using excelAhmed Essam
 
Introduction To Spss - Opening Data File and Descriptive Analysis
Introduction To Spss - Opening Data File and Descriptive AnalysisIntroduction To Spss - Opening Data File and Descriptive Analysis
Introduction To Spss - Opening Data File and Descriptive AnalysisDr Ali Yusob Md Zain
 
Statistical analysis using spss
Statistical analysis using spssStatistical analysis using spss
Statistical analysis using spssjpcagphil
 
An Introduction to SPSS
An Introduction to SPSSAn Introduction to SPSS
An Introduction to SPSSRayman Soe
 
Data Visualization in Exploratory Data Analysis
Data Visualization in Exploratory Data AnalysisData Visualization in Exploratory Data Analysis
Data Visualization in Exploratory Data AnalysisEva Durall
 

What's hot (20)

SPSS-SYNTAX
SPSS-SYNTAXSPSS-SYNTAX
SPSS-SYNTAX
 
data analysis techniques and statistical softwares
data analysis techniques and statistical softwaresdata analysis techniques and statistical softwares
data analysis techniques and statistical softwares
 
Application of SPSS by umakant bhaskar gohatre
Application of SPSS by umakant bhaskar gohatre Application of SPSS by umakant bhaskar gohatre
Application of SPSS by umakant bhaskar gohatre
 
Exploratory data analysis data visualization
Exploratory data analysis data visualizationExploratory data analysis data visualization
Exploratory data analysis data visualization
 
Final spss hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013Final spss hands on training (descriptive analysis) may 24th 2013
Final spss hands on training (descriptive analysis) may 24th 2013
 
An introduction to spss
An introduction to spssAn introduction to spss
An introduction to spss
 
Data analysis
Data analysisData analysis
Data analysis
 
Statistical softwares
Statistical softwaresStatistical softwares
Statistical softwares
 
Spss an introduction
Spss an introductionSpss an introduction
Spss an introduction
 
Data analysis using spss
Data analysis using spssData analysis using spss
Data analysis using spss
 
What Is the Use of SPSS in Data Analysis
What Is the Use of SPSS in Data AnalysisWhat Is the Use of SPSS in Data Analysis
What Is the Use of SPSS in Data Analysis
 
Spss beginners
Spss beginnersSpss beginners
Spss beginners
 
Statistical Procedures using SPSSi
Statistical Procedures using SPSSiStatistical Procedures using SPSSi
Statistical Procedures using SPSSi
 
Introduction to data analysis using excel
Introduction to data analysis using excelIntroduction to data analysis using excel
Introduction to data analysis using excel
 
Spss as a research tool
Spss as a research tool Spss as a research tool
Spss as a research tool
 
Introduction To Spss - Opening Data File and Descriptive Analysis
Introduction To Spss - Opening Data File and Descriptive AnalysisIntroduction To Spss - Opening Data File and Descriptive Analysis
Introduction To Spss - Opening Data File and Descriptive Analysis
 
Spss
SpssSpss
Spss
 
Statistical analysis using spss
Statistical analysis using spssStatistical analysis using spss
Statistical analysis using spss
 
An Introduction to SPSS
An Introduction to SPSSAn Introduction to SPSS
An Introduction to SPSS
 
Data Visualization in Exploratory Data Analysis
Data Visualization in Exploratory Data AnalysisData Visualization in Exploratory Data Analysis
Data Visualization in Exploratory Data Analysis
 

Viewers also liked

Data analysis powerpoint
Data analysis powerpointData analysis powerpoint
Data analysis powerpointjamiebrandon
 
Data analysis and Presentation
Data analysis and PresentationData analysis and Presentation
Data analysis and PresentationJignesh Kariya
 
Data Analysis, Presentation and Interpretation of Data
Data Analysis, Presentation and Interpretation of DataData Analysis, Presentation and Interpretation of Data
Data Analysis, Presentation and Interpretation of DataRoqui Malijan
 
94 beautiful slides from CANNES LIONS 2013
94 beautiful slides from CANNES LIONS 201394 beautiful slides from CANNES LIONS 2013
94 beautiful slides from CANNES LIONS 2013Nikolay Syusko
 
ppt on data collection , processing , analysis of data & report writing
ppt on data collection , processing , analysis of data & report writingppt on data collection , processing , analysis of data & report writing
ppt on data collection , processing , analysis of data & report writingIVRI
 
Qualitative Data Analysis (Steps)
Qualitative Data Analysis (Steps)Qualitative Data Analysis (Steps)
Qualitative Data Analysis (Steps)guest7f1ad678
 
6 Essential Data Analyst Skills for Your Healthcare Organization
6 Essential Data Analyst Skills for Your Healthcare Organization6 Essential Data Analyst Skills for Your Healthcare Organization
6 Essential Data Analyst Skills for Your Healthcare OrganizationHealth Catalyst
 
Holy Crap! You Can Get Fired For Social Media Posts?
Holy Crap! You Can Get Fired For Social Media Posts?Holy Crap! You Can Get Fired For Social Media Posts?
Holy Crap! You Can Get Fired For Social Media Posts?Eric T. Tung
 
How to build a great coding culture
How to build a great coding cultureHow to build a great coding culture
How to build a great coding cultureMark Halvorson
 
Final venture outlook 2016
Final venture outlook 2016Final venture outlook 2016
Final venture outlook 2016Mark Suster
 
SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!
SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!
SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!Eric Jackson
 
DocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360M
DocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360MDocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360M
DocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360MDocSend
 
Design in Tech Report 2015
Design in Tech Report 2015Design in Tech Report 2015
Design in Tech Report 2015John Maeda
 
2016 A-Z Culture Glossary
2016 A-Z Culture Glossary2016 A-Z Culture Glossary
2016 A-Z Culture Glossarysparks & honey
 
Blitzscaling Session 1: Household Stage
Blitzscaling Session 1: Household StageBlitzscaling Session 1: Household Stage
Blitzscaling Session 1: Household StageGreylock Partners
 

Viewers also liked (20)

Data analysis powerpoint
Data analysis powerpointData analysis powerpoint
Data analysis powerpoint
 
Data analysis and Presentation
Data analysis and PresentationData analysis and Presentation
Data analysis and Presentation
 
Data Analysis, Presentation and Interpretation of Data
Data Analysis, Presentation and Interpretation of DataData Analysis, Presentation and Interpretation of Data
Data Analysis, Presentation and Interpretation of Data
 
Chapter 10-DATA ANALYSIS & PRESENTATION
Chapter 10-DATA ANALYSIS & PRESENTATIONChapter 10-DATA ANALYSIS & PRESENTATION
Chapter 10-DATA ANALYSIS & PRESENTATION
 
Qualitative data analysis
Qualitative data analysisQualitative data analysis
Qualitative data analysis
 
94 beautiful slides from CANNES LIONS 2013
94 beautiful slides from CANNES LIONS 201394 beautiful slides from CANNES LIONS 2013
94 beautiful slides from CANNES LIONS 2013
 
Ansys ppt
Ansys pptAnsys ppt
Ansys ppt
 
ppt on data collection , processing , analysis of data & report writing
ppt on data collection , processing , analysis of data & report writingppt on data collection , processing , analysis of data & report writing
ppt on data collection , processing , analysis of data & report writing
 
Qualitative Data Analysis (Steps)
Qualitative Data Analysis (Steps)Qualitative Data Analysis (Steps)
Qualitative Data Analysis (Steps)
 
6 Essential Data Analyst Skills for Your Healthcare Organization
6 Essential Data Analyst Skills for Your Healthcare Organization6 Essential Data Analyst Skills for Your Healthcare Organization
6 Essential Data Analyst Skills for Your Healthcare Organization
 
Presentation of data
Presentation of dataPresentation of data
Presentation of data
 
Holy Crap! You Can Get Fired For Social Media Posts?
Holy Crap! You Can Get Fired For Social Media Posts?Holy Crap! You Can Get Fired For Social Media Posts?
Holy Crap! You Can Get Fired For Social Media Posts?
 
How to build a great coding culture
How to build a great coding cultureHow to build a great coding culture
How to build a great coding culture
 
Final venture outlook 2016
Final venture outlook 2016Final venture outlook 2016
Final venture outlook 2016
 
SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!
SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!
SpringOwl's 99 Page Presentation On How To Best Turnaround Yahoo!
 
DocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360M
DocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360MDocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360M
DocSend Fundraising Research: What we Learned from 200 Startups Who Raised $360M
 
Design in Tech Report 2015
Design in Tech Report 2015Design in Tech Report 2015
Design in Tech Report 2015
 
2016 A-Z Culture Glossary
2016 A-Z Culture Glossary2016 A-Z Culture Glossary
2016 A-Z Culture Glossary
 
Blitzscaling Session 1: Household Stage
Blitzscaling Session 1: Household StageBlitzscaling Session 1: Household Stage
Blitzscaling Session 1: Household Stage
 
Data analysis using spss
Data analysis using spssData analysis using spss
Data analysis using spss
 

Similar to Data Analysis

Labmatrix
LabmatrixLabmatrix
Labmatrixjwppz
 
IPT Tools 2
IPT Tools 2IPT Tools 2
IPT Tools 2MR Z
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationDenodo
 
Unit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptx
Unit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptxUnit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptx
Unit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptxtesfkeb
 
Integrating scientific laboratories into the cloud
Integrating scientific laboratories into the cloudIntegrating scientific laboratories into the cloud
Integrating scientific laboratories into the cloudData Finder
 
Introduction to data science
Introduction to data scienceIntroduction to data science
Introduction to data scienceMahir Haque
 
Qiagram
QiagramQiagram
Qiagramjwppz
 
Data+Science+in+Python+-+Data+Prep+&+EDA.pdf
Data+Science+in+Python+-+Data+Prep+&+EDA.pdfData+Science+in+Python+-+Data+Prep+&+EDA.pdf
Data+Science+in+Python+-+Data+Prep+&+EDA.pdfneelakandan2001kpm
 
Data mining introduction
Data mining introductionData mining introduction
Data mining introductionBasma Gamal
 
UK Digital Curation Centre: enabling research data management at the coalface
UK Digital Curation Centre: enabling research data management at the coalfaceUK Digital Curation Centre: enabling research data management at the coalface
UK Digital Curation Centre: enabling research data management at the coalfaceLizLyon
 
eScience: A Transformed Scientific Method
eScience: A Transformed Scientific MethodeScience: A Transformed Scientific Method
eScience: A Transformed Scientific MethodDuncan Hull
 
Role of Computers in Research, Data Processing, Data Analysis
Role of Computers in Research, Data Processing, Data AnalysisRole of Computers in Research, Data Processing, Data Analysis
Role of Computers in Research, Data Processing, Data AnalysisRKavithamani
 
Donders neuroimage toolkit - open science and good practices
Donders neuroimage toolkit - open science and good practicesDonders neuroimage toolkit - open science and good practices
Donders neuroimage toolkit - open science and good practicesRobert Oostenveld
 
Artificial Intelligence for Automating Data Analysis
Artificial Intelligence for Automating Data AnalysisArtificial Intelligence for Automating Data Analysis
Artificial Intelligence for Automating Data AnalysisManuel Martín
 
Pikas Asist2007 PIM Senior Engineers Final
Pikas Asist2007 PIM Senior Engineers FinalPikas Asist2007 PIM Senior Engineers Final
Pikas Asist2007 PIM Senior Engineers FinalChristina Pikas
 
Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...
Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...
Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...Perficient
 
Usage aspects techniques for enterprise forensics data analytics tools
Usage aspects techniques for enterprise forensics data analytics toolsUsage aspects techniques for enterprise forensics data analytics tools
Usage aspects techniques for enterprise forensics data analytics toolsDamir Delija
 

Similar to Data Analysis (20)

Labmatrix
LabmatrixLabmatrix
Labmatrix
 
IPT Tools 2
IPT Tools 2IPT Tools 2
IPT Tools 2
 
Advanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data VirtualizationAdvanced Analytics and Machine Learning with Data Virtualization
Advanced Analytics and Machine Learning with Data Virtualization
 
Introduction
IntroductionIntroduction
Introduction
 
Unit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptx
Unit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptxUnit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptx
Unit_8_Data_processing,_analysis_and_presentation_and_Application (1).pptx
 
Integrating scientific laboratories into the cloud
Integrating scientific laboratories into the cloudIntegrating scientific laboratories into the cloud
Integrating scientific laboratories into the cloud
 
Introduction to data science
Introduction to data scienceIntroduction to data science
Introduction to data science
 
OpenML data@Sheffield
OpenML data@SheffieldOpenML data@Sheffield
OpenML data@Sheffield
 
Qiagram
QiagramQiagram
Qiagram
 
Data+Science+in+Python+-+Data+Prep+&+EDA.pdf
Data+Science+in+Python+-+Data+Prep+&+EDA.pdfData+Science+in+Python+-+Data+Prep+&+EDA.pdf
Data+Science+in+Python+-+Data+Prep+&+EDA.pdf
 
Data mining introduction
Data mining introductionData mining introduction
Data mining introduction
 
UK Digital Curation Centre: enabling research data management at the coalface
UK Digital Curation Centre: enabling research data management at the coalfaceUK Digital Curation Centre: enabling research data management at the coalface
UK Digital Curation Centre: enabling research data management at the coalface
 
eScience: A Transformed Scientific Method
eScience: A Transformed Scientific MethodeScience: A Transformed Scientific Method
eScience: A Transformed Scientific Method
 
Role of Computers in Research, Data Processing, Data Analysis
Role of Computers in Research, Data Processing, Data AnalysisRole of Computers in Research, Data Processing, Data Analysis
Role of Computers in Research, Data Processing, Data Analysis
 
Donders neuroimage toolkit - open science and good practices
Donders neuroimage toolkit - open science and good practicesDonders neuroimage toolkit - open science and good practices
Donders neuroimage toolkit - open science and good practices
 
Artificial Intelligence for Automating Data Analysis
Artificial Intelligence for Automating Data AnalysisArtificial Intelligence for Automating Data Analysis
Artificial Intelligence for Automating Data Analysis
 
Pikas Asist2007 PIM Senior Engineers Final
Pikas Asist2007 PIM Senior Engineers FinalPikas Asist2007 PIM Senior Engineers Final
Pikas Asist2007 PIM Senior Engineers Final
 
Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...
Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...
Leveraging Oracle's Life Sciences Data Hub to Enable Dynamic Cross-Study Anal...
 
Usage aspects techniques for enterprise forensics data analytics tools
Usage aspects techniques for enterprise forensics data analytics toolsUsage aspects techniques for enterprise forensics data analytics tools
Usage aspects techniques for enterprise forensics data analytics tools
 
RM 4 UNIT.pptx
RM 4 UNIT.pptxRM 4 UNIT.pptx
RM 4 UNIT.pptx
 

More from Andrea Wiggins

Online Communities in Citizen Science & BirdCams
Online Communities in Citizen Science & BirdCamsOnline Communities in Citizen Science & BirdCams
Online Communities in Citizen Science & BirdCamsAndrea Wiggins
 
Free as in Puppies: Compensating for ICT Constraints in Citizen Science
Free as in Puppies: Compensating for ICT Constraints in Citizen ScienceFree as in Puppies: Compensating for ICT Constraints in Citizen Science
Free as in Puppies: Compensating for ICT Constraints in Citizen ScienceAndrea Wiggins
 
Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...
Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...
Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...Andrea Wiggins
 
Online Communities in Citizen Science
Online Communities in Citizen ScienceOnline Communities in Citizen Science
Online Communities in Citizen ScienceAndrea Wiggins
 
Citizen Science Phenotypes
Citizen Science PhenotypesCitizen Science Phenotypes
Citizen Science PhenotypesAndrea Wiggins
 
The Evolving Landscape of Citizen Science
The Evolving Landscape of Citizen ScienceThe Evolving Landscape of Citizen Science
The Evolving Landscape of Citizen ScienceAndrea Wiggins
 
Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...
Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...
Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...Andrea Wiggins
 
Data Management for Citizen Science
Data Management for Citizen ScienceData Management for Citizen Science
Data Management for Citizen ScienceAndrea Wiggins
 
With Great Data Comes Great Responsibility
With Great Data Comes Great ResponsibilityWith Great Data Comes Great Responsibility
With Great Data Comes Great ResponsibilityAndrea Wiggins
 
Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...
Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...
Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...Andrea Wiggins
 
Mechanisms for Data Quality and Validation in Citizen Science
Mechanisms for Data Quality and Validation in Citizen ScienceMechanisms for Data Quality and Validation in Citizen Science
Mechanisms for Data Quality and Validation in Citizen ScienceAndrea Wiggins
 
Open Source & Citizen Science
Open Source & Citizen ScienceOpen Source & Citizen Science
Open Source & Citizen ScienceAndrea Wiggins
 
From Conservation to Crowdsourcing: A Typology of Citizen Science
From Conservation to Crowdsourcing: A Typology of Citizen ScienceFrom Conservation to Crowdsourcing: A Typology of Citizen Science
From Conservation to Crowdsourcing: A Typology of Citizen ScienceAndrea Wiggins
 
Motivation by Design: Technologies, Experiences, and Incentives
Motivation by Design: Technologies, Experiences, and IncentivesMotivation by Design: Technologies, Experiences, and Incentives
Motivation by Design: Technologies, Experiences, and IncentivesAndrea Wiggins
 
Data Intensive Collaboration in Science and Engineering: CSCW workshop themes
Data Intensive Collaboration in Science and Engineering: CSCW workshop themesData Intensive Collaboration in Science and Engineering: CSCW workshop themes
Data Intensive Collaboration in Science and Engineering: CSCW workshop themesAndrea Wiggins
 
Secondary data analysis with digital trace data
Secondary data analysis with digital trace dataSecondary data analysis with digital trace data
Secondary data analysis with digital trace dataAndrea Wiggins
 
Open Source, Open Science, & Citizen Science
Open Source, Open Science, & Citizen ScienceOpen Source, Open Science, & Citizen Science
Open Source, Open Science, & Citizen ScienceAndrea Wiggins
 
Reclassifying Success and Tragedy in FLOSS Projects
Reclassifying Success and Tragedy in FLOSS ProjectsReclassifying Success and Tragedy in FLOSS Projects
Reclassifying Success and Tragedy in FLOSS ProjectsAndrea Wiggins
 
Intellectual Diversity in the iSchools: Past, Present and Future
Intellectual Diversity in the iSchools: Past, Present and FutureIntellectual Diversity in the iSchools: Past, Present and Future
Intellectual Diversity in the iSchools: Past, Present and FutureAndrea Wiggins
 

More from Andrea Wiggins (20)

Online Communities in Citizen Science & BirdCams
Online Communities in Citizen Science & BirdCamsOnline Communities in Citizen Science & BirdCams
Online Communities in Citizen Science & BirdCams
 
Free as in Puppies: Compensating for ICT Constraints in Citizen Science
Free as in Puppies: Compensating for ICT Constraints in Citizen ScienceFree as in Puppies: Compensating for ICT Constraints in Citizen Science
Free as in Puppies: Compensating for ICT Constraints in Citizen Science
 
Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...
Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...
Crowdsourcing Citizen Science Data Quality with a Human-Computer Learning Net...
 
Online Communities in Citizen Science
Online Communities in Citizen ScienceOnline Communities in Citizen Science
Online Communities in Citizen Science
 
Citizen Science Phenotypes
Citizen Science PhenotypesCitizen Science Phenotypes
Citizen Science Phenotypes
 
The Evolving Landscape of Citizen Science
The Evolving Landscape of Citizen ScienceThe Evolving Landscape of Citizen Science
The Evolving Landscape of Citizen Science
 
Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...
Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...
Citizen Science 101: What Every Researcher Should Know About Crowdsourcing Sc...
 
Data Management for Citizen Science
Data Management for Citizen ScienceData Management for Citizen Science
Data Management for Citizen Science
 
With Great Data Comes Great Responsibility
With Great Data Comes Great ResponsibilityWith Great Data Comes Great Responsibility
With Great Data Comes Great Responsibility
 
Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...
Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...
Crowdsourcing Scientific Work: A Comparative Study of Technologies, Processes...
 
Mechanisms for Data Quality and Validation in Citizen Science
Mechanisms for Data Quality and Validation in Citizen ScienceMechanisms for Data Quality and Validation in Citizen Science
Mechanisms for Data Quality and Validation in Citizen Science
 
Open Source & Citizen Science
Open Source & Citizen ScienceOpen Source & Citizen Science
Open Source & Citizen Science
 
From Conservation to Crowdsourcing: A Typology of Citizen Science
From Conservation to Crowdsourcing: A Typology of Citizen ScienceFrom Conservation to Crowdsourcing: A Typology of Citizen Science
From Conservation to Crowdsourcing: A Typology of Citizen Science
 
Motivation by Design: Technologies, Experiences, and Incentives
Motivation by Design: Technologies, Experiences, and IncentivesMotivation by Design: Technologies, Experiences, and Incentives
Motivation by Design: Technologies, Experiences, and Incentives
 
Data Intensive Collaboration in Science and Engineering: CSCW workshop themes
Data Intensive Collaboration in Science and Engineering: CSCW workshop themesData Intensive Collaboration in Science and Engineering: CSCW workshop themes
Data Intensive Collaboration in Science and Engineering: CSCW workshop themes
 
Secondary data analysis with digital trace data
Secondary data analysis with digital trace dataSecondary data analysis with digital trace data
Secondary data analysis with digital trace data
 
Open Source, Open Science, & Citizen Science
Open Source, Open Science, & Citizen ScienceOpen Source, Open Science, & Citizen Science
Open Source, Open Science, & Citizen Science
 
Reclassifying Success and Tragedy in FLOSS Projects
Reclassifying Success and Tragedy in FLOSS ProjectsReclassifying Success and Tragedy in FLOSS Projects
Reclassifying Success and Tragedy in FLOSS Projects
 
Crowdsourcing Science
Crowdsourcing ScienceCrowdsourcing Science
Crowdsourcing Science
 
Intellectual Diversity in the iSchools: Past, Present and Future
Intellectual Diversity in the iSchools: Past, Present and FutureIntellectual Diversity in the iSchools: Past, Present and Future
Intellectual Diversity in the iSchools: Past, Present and Future
 

Recently uploaded

Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilV3cube
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 

Recently uploaded (20)

Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of Brazil
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 

Data Analysis

  • 1. Data Analysis Andrea Wiggins IST 400/600 April 14, 2008
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8. Serial & Parallel Processes Serial Parallel
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.