SlideShare una empresa de Scribd logo
1 de 32
Classifying Twitter Content Dr Stephen Dann Australian National University @stephendann Presented at Marketing Science, Houston, June 11, 2011
If you’re on Twitter Questions can be sent to @stephendann or Hashtag #mktsci2011
Why here, why now? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Series of Projects ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Twitter.  ,[object Object],[object Object],Twitter in Plain English
How to analyze a living medium? Hawthorn Effect*Uncertainty Principle Sample Size / Twitter Volume [ ]
Why do any coding? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Raw Counts Tweetstats – www.tweetstats.com
Text Analysis Tweetstats – www.tweetstats.com Wordle – wordle.com
Prior Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Dann (2010)  based on:
Schema ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Framework ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Conversational ,[object Object],[object Object],[object Object],[object Object]
News Events ,[object Object],[object Object],[object Object],[object Object]
Pass along ,[object Object],[object Object],[object Object],[object Object]
Phatic ,[object Object],[object Object],[object Object],[object Object]
Status ,[object Object],[object Object],[object Object],[object Object]
Sub categories ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sub categories ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sub categories ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Marketing Science Style ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
1072 1823 4344 1020 602 2811 11672   Total 31 34 126 153 10 834 1188 10% Status 20 24 69 60 12 213 398 3% Phatic 896 949 2780 351 533 278 5787 50% Pass Along 10 31 784 29 17 13 884 8% News Events 115 785 585 427 30 1473 3415 29% Convers-ational Ener. Counc. Police #Conf #Dis. Dann n Data  
Uses of the Data
Here’s where you come in…
The Challenge Time Day Month Year * Spam gets a category indicated as “Delete” 140 characters of text [C] [S] [PA] [N] [P] [X]* [C 1 ] [C 2 ] [C 3 ] [C 4 ] [S 1 ] [S 2 ] [S 3 ] [S 4 ] [S 5 ] [S 6 ] [S 7 ] [S 7 ] [PA 1 ] [PA 2 ] [PA 3 ] [PA 4 ] [PA 5 ] [N 1 ] [N 2 ] [N 3 ] [N 4 ] [N 5 ] [N 6 ] [N 7 ] [P 1 ] [P 2 ] [P 3 ] [P 4 ] [X 1 ] [X 2 ] [X 3 ] [X 4 ]
Future plans ,[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object]
Questions [email_address] Or @stephendann
[object Object]

Más contenido relacionado

La actualidad más candente

Studying Online Food Consumption and Production Patterns: Recent Trends and C...
Studying Online Food Consumption and Production Patterns: Recent Trends and C...Studying Online Food Consumption and Production Patterns: Recent Trends and C...
Studying Online Food Consumption and Production Patterns: Recent Trends and C...Christoph Trattner
 
Assessing the available and accessible evidence: How personal reputations are...
Assessing the available and accessible evidence: How personal reputations are...Assessing the available and accessible evidence: How personal reputations are...
Assessing the available and accessible evidence: How personal reputations are...Frances Ryan
 
Looking beyond plain text for document representation in the enterprise
Looking beyond plain text for document representation in the enterpriseLooking beyond plain text for document representation in the enterprise
Looking beyond plain text for document representation in the enterpriseArjen de Vries
 
ESSIR 2013 - IR and Social Media
ESSIR 2013 - IR and Social MediaESSIR 2013 - IR and Social Media
ESSIR 2013 - IR and Social MediaArjen de Vries
 
Management and analysis of social media data
Management and analysis of social media dataManagement and analysis of social media data
Management and analysis of social media dataWeining Qian
 
The Geography of Distance Education Research - Bibliographic Characteristics ...
The Geography of Distance Education Research - Bibliographic Characteristics ...The Geography of Distance Education Research - Bibliographic Characteristics ...
The Geography of Distance Education Research - Bibliographic Characteristics ...alanwylie
 
Social Network Analysis Introduction including Data Structure Graph overview.
Social Network Analysis Introduction including Data Structure Graph overview. Social Network Analysis Introduction including Data Structure Graph overview.
Social Network Analysis Introduction including Data Structure Graph overview. Doug Needham
 
Disc 2014 program at a glance
Disc 2014 program at a glanceDisc 2014 program at a glance
Disc 2014 program at a glanceHan Woo PARK
 
10 More than a Pretty Picture: Visual Thinking in Network Studies
10 More than a Pretty Picture: Visual Thinking in Network Studies10 More than a Pretty Picture: Visual Thinking in Network Studies
10 More than a Pretty Picture: Visual Thinking in Network Studiesdnac
 
Predicting what gets ‘Likes’ on Facebook: case study of BlogTO
Predicting what gets ‘Likes’ on Facebook:  case study of BlogTOPredicting what gets ‘Likes’ on Facebook:  case study of BlogTO
Predicting what gets ‘Likes’ on Facebook: case study of BlogTOToronto Metropolitan University
 
Social network analysis intro part I
Social network analysis intro part ISocial network analysis intro part I
Social network analysis intro part ITHomas Plotkowiak
 
Acm tist-v3 n4-tist-2010-11-0317
Acm tist-v3 n4-tist-2010-11-0317Acm tist-v3 n4-tist-2010-11-0317
Acm tist-v3 n4-tist-2010-11-0317StephanieLeBadezet
 
Centrality in Time- Dependent Networks
Centrality in Time- Dependent NetworksCentrality in Time- Dependent Networks
Centrality in Time- Dependent NetworksMason Porter
 
Exploring opinion leadership and homophily in political discussion networks o...
Exploring opinion leadership and homophily in political discussion networks o...Exploring opinion leadership and homophily in political discussion networks o...
Exploring opinion leadership and homophily in political discussion networks o...Myunggoon Choi
 
Paper Writing in Applied Mathematics (slightly updated slides)
Paper Writing in Applied Mathematics (slightly updated slides)Paper Writing in Applied Mathematics (slightly updated slides)
Paper Writing in Applied Mathematics (slightly updated slides)Mason Porter
 
CATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERING
CATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERINGCATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERING
CATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERINGijaia
 
Political science meets computer science
Political science meets computer sciencePolitical science meets computer science
Political science meets computer scienceKeiko Ono
 

La actualidad más candente (20)

Studying Online Food Consumption and Production Patterns: Recent Trends and C...
Studying Online Food Consumption and Production Patterns: Recent Trends and C...Studying Online Food Consumption and Production Patterns: Recent Trends and C...
Studying Online Food Consumption and Production Patterns: Recent Trends and C...
 
Assessing the available and accessible evidence: How personal reputations are...
Assessing the available and accessible evidence: How personal reputations are...Assessing the available and accessible evidence: How personal reputations are...
Assessing the available and accessible evidence: How personal reputations are...
 
Looking beyond plain text for document representation in the enterprise
Looking beyond plain text for document representation in the enterpriseLooking beyond plain text for document representation in the enterprise
Looking beyond plain text for document representation in the enterprise
 
ESSIR 2013 - IR and Social Media
ESSIR 2013 - IR and Social MediaESSIR 2013 - IR and Social Media
ESSIR 2013 - IR and Social Media
 
Management and analysis of social media data
Management and analysis of social media dataManagement and analysis of social media data
Management and analysis of social media data
 
Social Network Analysis Applications and Approach
Social Network Analysis Applications and ApproachSocial Network Analysis Applications and Approach
Social Network Analysis Applications and Approach
 
The Geography of Distance Education Research - Bibliographic Characteristics ...
The Geography of Distance Education Research - Bibliographic Characteristics ...The Geography of Distance Education Research - Bibliographic Characteristics ...
The Geography of Distance Education Research - Bibliographic Characteristics ...
 
Social Network Analysis Introduction including Data Structure Graph overview.
Social Network Analysis Introduction including Data Structure Graph overview. Social Network Analysis Introduction including Data Structure Graph overview.
Social Network Analysis Introduction including Data Structure Graph overview.
 
Disc 2014 program at a glance
Disc 2014 program at a glanceDisc 2014 program at a glance
Disc 2014 program at a glance
 
10 More than a Pretty Picture: Visual Thinking in Network Studies
10 More than a Pretty Picture: Visual Thinking in Network Studies10 More than a Pretty Picture: Visual Thinking in Network Studies
10 More than a Pretty Picture: Visual Thinking in Network Studies
 
Predicting what gets ‘Likes’ on Facebook: case study of BlogTO
Predicting what gets ‘Likes’ on Facebook:  case study of BlogTOPredicting what gets ‘Likes’ on Facebook:  case study of BlogTO
Predicting what gets ‘Likes’ on Facebook: case study of BlogTO
 
Media diets in an age of apps and social media: Dealing with a third layer of...
Media diets in an age of apps and social media: Dealing with a third layer of...Media diets in an age of apps and social media: Dealing with a third layer of...
Media diets in an age of apps and social media: Dealing with a third layer of...
 
Social network analysis intro part I
Social network analysis intro part ISocial network analysis intro part I
Social network analysis intro part I
 
Acm tist-v3 n4-tist-2010-11-0317
Acm tist-v3 n4-tist-2010-11-0317Acm tist-v3 n4-tist-2010-11-0317
Acm tist-v3 n4-tist-2010-11-0317
 
Centrality in Time- Dependent Networks
Centrality in Time- Dependent NetworksCentrality in Time- Dependent Networks
Centrality in Time- Dependent Networks
 
Internet-based research
Internet-based researchInternet-based research
Internet-based research
 
Exploring opinion leadership and homophily in political discussion networks o...
Exploring opinion leadership and homophily in political discussion networks o...Exploring opinion leadership and homophily in political discussion networks o...
Exploring opinion leadership and homophily in political discussion networks o...
 
Paper Writing in Applied Mathematics (slightly updated slides)
Paper Writing in Applied Mathematics (slightly updated slides)Paper Writing in Applied Mathematics (slightly updated slides)
Paper Writing in Applied Mathematics (slightly updated slides)
 
CATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERING
CATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERINGCATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERING
CATEGORIZING 2019-N-COV TWITTER HASHTAG DATA BY CLUSTERING
 
Political science meets computer science
Political science meets computer sciencePolitical science meets computer science
Political science meets computer science
 

Destacado

Sentiment of Sentence in Tweets: A Review
Sentiment of Sentence in Tweets: A ReviewSentiment of Sentence in Tweets: A Review
Sentiment of Sentence in Tweets: A Reviewiosrjce
 
Sentiment Analysis Symposium 2015: Syntax
Sentiment Analysis Symposium 2015: SyntaxSentiment Analysis Symposium 2015: Syntax
Sentiment Analysis Symposium 2015: SyntaxMekkin Bjarnadottir
 
Twitter sentiment analysis
Twitter sentiment analysisTwitter sentiment analysis
Twitter sentiment analysisHarshit Sanghvi
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in Twitterprnk08
 
Sentence level sentiment analysis
Sentence level sentiment analysisSentence level sentiment analysis
Sentence level sentiment analysisVipul Munot
 
Twitter sentiment analysis
Twitter sentiment analysisTwitter sentiment analysis
Twitter sentiment analysisSunil Kandari
 
Twitter Sentiment Analysis
Twitter Sentiment AnalysisTwitter Sentiment Analysis
Twitter Sentiment AnalysisAyush Khandelwal
 
Sentiment Analaysis on Twitter
Sentiment Analaysis on TwitterSentiment Analaysis on Twitter
Sentiment Analaysis on TwitterNitish J Prabhu
 
Twitter sentiment analysis project report
Twitter sentiment analysis project reportTwitter sentiment analysis project report
Twitter sentiment analysis project reportBharat Khanna
 
Introduction to Sentiment Analysis
Introduction to Sentiment AnalysisIntroduction to Sentiment Analysis
Introduction to Sentiment AnalysisJaganadh Gopinadhan
 
Sentiment analysis of Twitter Data
Sentiment analysis of Twitter DataSentiment analysis of Twitter Data
Sentiment analysis of Twitter DataNurendra Choudhary
 
Sentiment analysis of twitter data
Sentiment analysis of twitter dataSentiment analysis of twitter data
Sentiment analysis of twitter dataBhagyashree Deokar
 
Sentiment analysis of tweets
Sentiment analysis of tweetsSentiment analysis of tweets
Sentiment analysis of tweetsVasu Jain
 
Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14Rachit Goel
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in TwitterAyushi Dalmia
 
Sentiment Analysis of Twitter Data
Sentiment Analysis of Twitter DataSentiment Analysis of Twitter Data
Sentiment Analysis of Twitter DataSumit Raj
 

Destacado (16)

Sentiment of Sentence in Tweets: A Review
Sentiment of Sentence in Tweets: A ReviewSentiment of Sentence in Tweets: A Review
Sentiment of Sentence in Tweets: A Review
 
Sentiment Analysis Symposium 2015: Syntax
Sentiment Analysis Symposium 2015: SyntaxSentiment Analysis Symposium 2015: Syntax
Sentiment Analysis Symposium 2015: Syntax
 
Twitter sentiment analysis
Twitter sentiment analysisTwitter sentiment analysis
Twitter sentiment analysis
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in Twitter
 
Sentence level sentiment analysis
Sentence level sentiment analysisSentence level sentiment analysis
Sentence level sentiment analysis
 
Twitter sentiment analysis
Twitter sentiment analysisTwitter sentiment analysis
Twitter sentiment analysis
 
Twitter Sentiment Analysis
Twitter Sentiment AnalysisTwitter Sentiment Analysis
Twitter Sentiment Analysis
 
Sentiment Analaysis on Twitter
Sentiment Analaysis on TwitterSentiment Analaysis on Twitter
Sentiment Analaysis on Twitter
 
Twitter sentiment analysis project report
Twitter sentiment analysis project reportTwitter sentiment analysis project report
Twitter sentiment analysis project report
 
Introduction to Sentiment Analysis
Introduction to Sentiment AnalysisIntroduction to Sentiment Analysis
Introduction to Sentiment Analysis
 
Sentiment analysis of Twitter Data
Sentiment analysis of Twitter DataSentiment analysis of Twitter Data
Sentiment analysis of Twitter Data
 
Sentiment analysis of twitter data
Sentiment analysis of twitter dataSentiment analysis of twitter data
Sentiment analysis of twitter data
 
Sentiment analysis of tweets
Sentiment analysis of tweetsSentiment analysis of tweets
Sentiment analysis of tweets
 
Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14Twitter sentiment-analysis Jiit2013-14
Twitter sentiment-analysis Jiit2013-14
 
Sentiment Analysis in Twitter
Sentiment Analysis in TwitterSentiment Analysis in Twitter
Sentiment Analysis in Twitter
 
Sentiment Analysis of Twitter Data
Sentiment Analysis of Twitter DataSentiment Analysis of Twitter Data
Sentiment Analysis of Twitter Data
 

Similar a Classifying Twitter Content

Online social network analysis with machine learning techniques
Online social network analysis with machine learning techniquesOnline social network analysis with machine learning techniques
Online social network analysis with machine learning techniquesHari KC
 
Vakulenko PhD Status Report - 16 February 2016
Vakulenko PhD Status Report - 16 February 2016Vakulenko PhD Status Report - 16 February 2016
Vakulenko PhD Status Report - 16 February 2016Svitlana Vakulenko
 
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi VatrapuSocial Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi VatrapuCBS Competitiveness Platform
 
POLITICAL PREDICTION ANALYSIS USING TEXT MINING
POLITICAL PREDICTION ANALYSIS USING TEXT MININGPOLITICAL PREDICTION ANALYSIS USING TEXT MINING
POLITICAL PREDICTION ANALYSIS USING TEXT MININGVishwambhar Deshpande
 
Social Network Analysis and Interstate Mobility
Social Network Analysis and Interstate MobilitySocial Network Analysis and Interstate Mobility
Social Network Analysis and Interstate MobilityMatthew Hendrickson
 
Ullmann
UllmannUllmann
Ullmannanesah
 
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...sharstoer
 
Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...
Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...
Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...Impactstory Team
 
10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...
10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...
10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...Tiberio Feliz Murias
 
Twitter analytics -digiworldhanoi.vn
Twitter analytics  -digiworldhanoi.vnTwitter analytics  -digiworldhanoi.vn
Twitter analytics -digiworldhanoi.vnDigiword Ha Noi
 
Twitter research overview
Twitter research overviewTwitter research overview
Twitter research overviewKatrin Weller
 
Situated Social Computing 20110622
Situated Social Computing 20110622Situated Social Computing 20110622
Situated Social Computing 20110622Joe McCarthy
 
Big data divided (24 march2014)
Big data divided (24 march2014)Big data divided (24 march2014)
Big data divided (24 march2014)Han Woo PARK
 
Weller social media as research data_psm15
Weller social media as research data_psm15Weller social media as research data_psm15
Weller social media as research data_psm15Katrin Weller
 
lable at ScienceDirectComputers in Human Behavior 85 (2018.docx
lable at ScienceDirectComputers in Human Behavior 85 (2018.docxlable at ScienceDirectComputers in Human Behavior 85 (2018.docx
lable at ScienceDirectComputers in Human Behavior 85 (2018.docxcroysierkathey
 
Who’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social MediaWho’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social MediaDerek Weber
 
Brand niemann06032010
Brand niemann06032010Brand niemann06032010
Brand niemann06032010Brand Niemann
 

Similar a Classifying Twitter Content (20)

Online social network analysis with machine learning techniques
Online social network analysis with machine learning techniquesOnline social network analysis with machine learning techniques
Online social network analysis with machine learning techniques
 
Vakulenko PhD Status Report - 16 February 2016
Vakulenko PhD Status Report - 16 February 2016Vakulenko PhD Status Report - 16 February 2016
Vakulenko PhD Status Report - 16 February 2016
 
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi VatrapuSocial Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
Social Media Analytics: Concepts, Models, Methods, & Tools - Ravi Vatrapu
 
POLITICAL PREDICTION ANALYSIS USING TEXT MINING
POLITICAL PREDICTION ANALYSIS USING TEXT MININGPOLITICAL PREDICTION ANALYSIS USING TEXT MINING
POLITICAL PREDICTION ANALYSIS USING TEXT MINING
 
Twitter analytics
Twitter analyticsTwitter analytics
Twitter analytics
 
Social Network Analysis and Interstate Mobility
Social Network Analysis and Interstate MobilitySocial Network Analysis and Interstate Mobility
Social Network Analysis and Interstate Mobility
 
Ullmann
UllmannUllmann
Ullmann
 
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
Social Media and Student Learning: Using Analytics to Visualise Twitter Commu...
 
Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...
Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...
Altmetrics are here: are you ready to help your faculty? [ALA Research & Stat...
 
10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...
10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...
10. MOOCs context in the world – the main drivers behind MOOCs - Eamon Costel...
 
Twitter analytics -digiworldhanoi.vn
Twitter analytics  -digiworldhanoi.vnTwitter analytics  -digiworldhanoi.vn
Twitter analytics -digiworldhanoi.vn
 
Twitter research overview
Twitter research overviewTwitter research overview
Twitter research overview
 
Twitter Analytics
Twitter AnalyticsTwitter Analytics
Twitter Analytics
 
Situated Social Computing 20110622
Situated Social Computing 20110622Situated Social Computing 20110622
Situated Social Computing 20110622
 
Big data divided (24 march2014)
Big data divided (24 march2014)Big data divided (24 march2014)
Big data divided (24 march2014)
 
Weller social media as research data_psm15
Weller social media as research data_psm15Weller social media as research data_psm15
Weller social media as research data_psm15
 
CSE509 Lecture 5
CSE509 Lecture 5CSE509 Lecture 5
CSE509 Lecture 5
 
lable at ScienceDirectComputers in Human Behavior 85 (2018.docx
lable at ScienceDirectComputers in Human Behavior 85 (2018.docxlable at ScienceDirectComputers in Human Behavior 85 (2018.docx
lable at ScienceDirectComputers in Human Behavior 85 (2018.docx
 
Who’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social MediaWho’s in the Gang? Revealing Coordinating Communities in Social Media
Who’s in the Gang? Revealing Coordinating Communities in Social Media
 
Brand niemann06032010
Brand niemann06032010Brand niemann06032010
Brand niemann06032010
 

Más de Stephen Dann

Thursday Session Play for Today.pptx
Thursday Session Play for Today.pptxThursday Session Play for Today.pptx
Thursday Session Play for Today.pptxStephen Dann
 
Lego Serious Play and Cocreation
Lego Serious Play and CocreationLego Serious Play and Cocreation
Lego Serious Play and CocreationStephen Dann
 
Questioning the lego cocreation talisman
Questioning the lego cocreation talismanQuestioning the lego cocreation talisman
Questioning the lego cocreation talismanStephen Dann
 
Cat herding or collaborative learning?
Cat herding or collaborative learning?Cat herding or collaborative learning?
Cat herding or collaborative learning?Stephen Dann
 
AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)Stephen Dann
 
Measuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation versionMeasuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation versionStephen Dann
 
English to legolish
English to legolishEnglish to legolish
English to legolishStephen Dann
 
Learning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomesLearning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomesStephen Dann
 
Mktg2023 assessment exam
Mktg2023 assessment examMktg2023 assessment exam
Mktg2023 assessment examStephen Dann
 
Mktg2023 assessment lit review
Mktg2023 assessment lit reviewMktg2023 assessment lit review
Mktg2023 assessment lit reviewStephen Dann
 
Learning Environment Optimisation
Learning Environment OptimisationLearning Environment Optimisation
Learning Environment OptimisationStephen Dann
 
Brand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presenceBrand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presenceStephen Dann
 
Bricks, Clicks and Order:
Bricks, Clicks and Order: Bricks, Clicks and Order:
Bricks, Clicks and Order: Stephen Dann
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean AgendaStephen Dann
 
Fear and lathering in las vegas
Fear and lathering in las vegasFear and lathering in las vegas
Fear and lathering in las vegasStephen Dann
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean AgendaStephen Dann
 
Social media, politics and elections
Social media, politics and electionsSocial media, politics and elections
Social media, politics and electionsStephen Dann
 
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...Stephen Dann
 
Australian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudesAustralian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudesStephen Dann
 
Insights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter contentInsights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter contentStephen Dann
 

Más de Stephen Dann (20)

Thursday Session Play for Today.pptx
Thursday Session Play for Today.pptxThursday Session Play for Today.pptx
Thursday Session Play for Today.pptx
 
Lego Serious Play and Cocreation
Lego Serious Play and CocreationLego Serious Play and Cocreation
Lego Serious Play and Cocreation
 
Questioning the lego cocreation talisman
Questioning the lego cocreation talismanQuestioning the lego cocreation talisman
Questioning the lego cocreation talisman
 
Cat herding or collaborative learning?
Cat herding or collaborative learning?Cat herding or collaborative learning?
Cat herding or collaborative learning?
 
AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)AMSRS instagram Presentation (words on a screen mix)
AMSRS instagram Presentation (words on a screen mix)
 
Measuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation versionMeasuring the “Telling” in the Selling of the Story presentation version
Measuring the “Telling” in the Selling of the Story presentation version
 
English to legolish
English to legolishEnglish to legolish
English to legolish
 
Learning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomesLearning environment optimisation: Doing less with more for better outcomes
Learning environment optimisation: Doing less with more for better outcomes
 
Mktg2023 assessment exam
Mktg2023 assessment examMktg2023 assessment exam
Mktg2023 assessment exam
 
Mktg2023 assessment lit review
Mktg2023 assessment lit reviewMktg2023 assessment lit review
Mktg2023 assessment lit review
 
Learning Environment Optimisation
Learning Environment OptimisationLearning Environment Optimisation
Learning Environment Optimisation
 
Brand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presenceBrand on the Run: Political affiliations and Twitter social media presence
Brand on the Run: Political affiliations and Twitter social media presence
 
Bricks, Clicks and Order:
Bricks, Clicks and Order: Bricks, Clicks and Order:
Bricks, Clicks and Order:
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean Agenda
 
Fear and lathering in las vegas
Fear and lathering in las vegasFear and lathering in las vegas
Fear and lathering in las vegas
 
The Antipodean Agenda
The Antipodean AgendaThe Antipodean Agenda
The Antipodean Agenda
 
Social media, politics and elections
Social media, politics and electionsSocial media, politics and elections
Social media, politics and elections
 
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
#ANZMAC2014 Twitter Content Analysis Framework: Classification and Coding of ...
 
Australian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudesAustralian Political Parties and social media: uses and attitudes
Australian Political Parties and social media: uses and attitudes
 
Insights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter contentInsights into the Twitterverse: Benchmarking and analysis twitter content
Insights into the Twitterverse: Benchmarking and analysis twitter content
 

Último

Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
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
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAndikSusilo4
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 

Último (20)

Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
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
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & Application
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 

Classifying Twitter Content

  • 1. Classifying Twitter Content Dr Stephen Dann Australian National University @stephendann Presented at Marketing Science, Houston, June 11, 2011
  • 2. If you’re on Twitter Questions can be sent to @stephendann or Hashtag #mktsci2011
  • 3.
  • 4.
  • 5.
  • 6. How to analyze a living medium? Hawthorn Effect*Uncertainty Principle Sample Size / Twitter Volume [ ]
  • 7.
  • 8. Raw Counts Tweetstats – www.tweetstats.com
  • 9. Text Analysis Tweetstats – www.tweetstats.com Wordle – wordle.com
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22. 1072 1823 4344 1020 602 2811 11672   Total 31 34 126 153 10 834 1188 10% Status 20 24 69 60 12 213 398 3% Phatic 896 949 2780 351 533 278 5787 50% Pass Along 10 31 784 29 17 13 884 8% News Events 115 785 585 427 30 1473 3415 29% Convers-ational Ener. Counc. Police #Conf #Dis. Dann n Data  
  • 23. Uses of the Data
  • 24. Here’s where you come in…
  • 25. The Challenge Time Day Month Year * Spam gets a category indicated as “Delete” 140 characters of text [C] [S] [PA] [N] [P] [X]* [C 1 ] [C 2 ] [C 3 ] [C 4 ] [S 1 ] [S 2 ] [S 3 ] [S 4 ] [S 5 ] [S 6 ] [S 7 ] [S 7 ] [PA 1 ] [PA 2 ] [PA 3 ] [PA 4 ] [PA 5 ] [N 1 ] [N 2 ] [N 3 ] [N 4 ] [N 5 ] [N 6 ] [N 7 ] [P 1 ] [P 2 ] [P 3 ] [P 4 ] [X 1 ] [X 2 ] [X 3 ] [X 4 ]
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 32.