SlideShare uma empresa Scribd logo
1 de 19
Baixar para ler offline
Tracking Discourse on
Social Media
Archives Unleashed: Web Archive Hackathon
Toronto, Ontario
Team Critical Load Average
Two events:
● Charlie Hebdo shooting (Jan 7, 2015)
● Bataclan attack (Nov 13, 2015)
Two social media sites:
● Reddit
● Twitter
TRACKING DISCOURSE ON SOCIAL MEDIA
Four approaches:
● Attention span
● Information flow
● Topic modeling
● Network analysis
REDDIT COMMENT:
TWEET:
REDDIT DATA
~50M comments a month on Reddit
13M comments the week
following Hebdo shooting
25M comments the week
following Bataclan attack
48,840 comments about
the Hebdo shooting
110,520 comments about
the Bataclan attack
6,964,831 bataclan tweets
(english, nov. 13 - nov. 19)
4,280,030 hebdo tweets
(english, jan. 7 - jan 13)
All our data
Use ALL available resources
60GB of JSON -> 1GB of txt
Attention on social media
Longitudinal Analysis (spread of information/misinformation)
(http://www.cs.odu.edu/~anwala/files/temp/archivesUnleashedHackathon/Bataclan_Twitter.html)
Longitudinal Analysis (evolution of conversation)
day 1 day 2 day 3 day 4 day 5 day 6 day 7
(http://www.cs.odu.edu/~anwala/files/temp/archivesUnleashedHackathon/Bataclan_Twitter.html)
Topic Modeling
Topic Modeling
NETWORK ANALYSIS:
Word co-occurrence pattern for Charlie Hebdo
NETWORK ANALYSIS:
Word co-occurrence pattern for Bataclan
FURTHER RESEARCH
● Longer time spans
● Other types of events
● Categorization (hashtags or subreddits)
This project brought to you by
Team Critical Load Average:
Alexander Nwala, Old Dominion University
Allison Hegel, UCLA
Federico Nanni, University of Bologna
Jonathan Armoza, NYU
Kelsey Utne, Cornell University
Nick Ruest, York University
Yu Xu, USC

Mais conteúdo relacionado

Destaque

Paula Final Resume (1)
Paula Final Resume (1)Paula Final Resume (1)
Paula Final Resume (1)Paula Addai
 
Amanah distrubitors
Amanah distrubitorsAmanah distrubitors
Amanah distrubitorsTJ2025
 
Catálogo Brindes Madeira
Catálogo Brindes MadeiraCatálogo Brindes Madeira
Catálogo Brindes Madeiratarigarm
 
Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...
Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...
Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...usmanteau
 
Differences between spoken and written discourse
Differences between spoken and written discourseDifferences between spoken and written discourse
Differences between spoken and written discourseNylram Airomlav
 
Language, power & discourse
Language, power & discourse Language, power & discourse
Language, power & discourse harpreetk08
 
How can independent labelling enhance trust in brands? (EMEA webinar)
How can independent labelling enhance trust in brands? (EMEA webinar)How can independent labelling enhance trust in brands? (EMEA webinar)
How can independent labelling enhance trust in brands? (EMEA webinar)Marine Stewardship Council
 
Naisten köyhyys eri elämänvaiheissa
Naisten köyhyys eri elämänvaiheissaNaisten köyhyys eri elämänvaiheissa
Naisten köyhyys eri elämänvaiheissaEläketurvakeskus
 
Differences between spoken and written discourse
Differences between spoken and written discourseDifferences between spoken and written discourse
Differences between spoken and written discourseKhairunnisa' Mohammad
 
Arquitectura manierista
Arquitectura manieristaArquitectura manierista
Arquitectura manieristagustavo guerra
 
Shis proyecto antidrogas
Shis proyecto antidrogasShis proyecto antidrogas
Shis proyecto antidrogasshisleycc
 
Meteorologist in Forensics
Meteorologist in ForensicsMeteorologist in Forensics
Meteorologist in ForensicsJim Marroccoli
 

Destaque (18)

Impulse and momentum
Impulse and momentumImpulse and momentum
Impulse and momentum
 
Paula Final Resume (1)
Paula Final Resume (1)Paula Final Resume (1)
Paula Final Resume (1)
 
Amanah distrubitors
Amanah distrubitorsAmanah distrubitors
Amanah distrubitors
 
Sample Risk
Sample Risk Sample Risk
Sample Risk
 
Catálogo Brindes Madeira
Catálogo Brindes MadeiraCatálogo Brindes Madeira
Catálogo Brindes Madeira
 
Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...
Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...
Modern Media Discourse Components: A Suite of Solutions to a Profusion of Pro...
 
Differences between spoken and written discourse
Differences between spoken and written discourseDifferences between spoken and written discourse
Differences between spoken and written discourse
 
Language, power & discourse
Language, power & discourse Language, power & discourse
Language, power & discourse
 
Media discourse
Media discourseMedia discourse
Media discourse
 
4530
45304530
4530
 
Zhivopis-xi-xst
Zhivopis-xi-xstZhivopis-xi-xst
Zhivopis-xi-xst
 
How can independent labelling enhance trust in brands? (EMEA webinar)
How can independent labelling enhance trust in brands? (EMEA webinar)How can independent labelling enhance trust in brands? (EMEA webinar)
How can independent labelling enhance trust in brands? (EMEA webinar)
 
Naisten köyhyys eri elämänvaiheissa
Naisten köyhyys eri elämänvaiheissaNaisten köyhyys eri elämänvaiheissa
Naisten köyhyys eri elämänvaiheissa
 
Differences between spoken and written discourse
Differences between spoken and written discourseDifferences between spoken and written discourse
Differences between spoken and written discourse
 
Gouttes de jeunesse
Gouttes de jeunesseGouttes de jeunesse
Gouttes de jeunesse
 
Arquitectura manierista
Arquitectura manieristaArquitectura manierista
Arquitectura manierista
 
Shis proyecto antidrogas
Shis proyecto antidrogasShis proyecto antidrogas
Shis proyecto antidrogas
 
Meteorologist in Forensics
Meteorologist in ForensicsMeteorologist in Forensics
Meteorologist in Forensics
 

Semelhante a Tracking discourse on social media

Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...Artificial Intelligence Institute at UofSC
 
What do you do with 280 million tweets from the 2016 U.S. election?
What do you do with 280 million tweets from the 2016 U.S. election?What do you do with 280 million tweets from the 2016 U.S. election?
What do you do with 280 million tweets from the 2016 U.S. election?Justin Littman
 
Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...
Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...
Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...Gabriela Agustini
 
Indiana Telecommunications Conference
Indiana Telecommunications ConferenceIndiana Telecommunications Conference
Indiana Telecommunications Conferenceajwinn
 
Weekly Meeting 2.pdf
Weekly Meeting 2.pdfWeekly Meeting 2.pdf
Weekly Meeting 2.pdfZixunZhou
 
creating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attackscreating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attacksFIAT/IFTA
 
Study of Social Network Sites in crises
Study of Social Network Sites in crisesStudy of Social Network Sites in crises
Study of Social Network Sites in crisesPablo Acuña
 
Characterizing the Life Cycle of Online News Stories Using Social Media React...
Characterizing the Life Cycle of Online News Stories Using Social Media React...Characterizing the Life Cycle of Online News Stories Using Social Media React...
Characterizing the Life Cycle of Online News Stories Using Social Media React...Carlos Castillo (ChaTo)
 

Semelhante a Tracking discourse on social media (9)

Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
Citizen Sensing: Opportunities and Challenges in Mining Social Signals and Pe...
 
What do you do with 280 million tweets from the 2016 U.S. election?
What do you do with 280 million tweets from the 2016 U.S. election?What do you do with 280 million tweets from the 2016 U.S. election?
What do you do with 280 million tweets from the 2016 U.S. election?
 
Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...
Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...
Using Wikipedia Concurrent Edit Spikes With Social Network Plausibility Check...
 
Indiana Telecommunications Conference
Indiana Telecommunications ConferenceIndiana Telecommunications Conference
Indiana Telecommunications Conference
 
Weekly Meeting 2.pdf
Weekly Meeting 2.pdfWeekly Meeting 2.pdf
Weekly Meeting 2.pdf
 
creating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attackscreating a trading zone around twitter srchives. case study: paris attacks
creating a trading zone around twitter srchives. case study: paris attacks
 
Study of Social Network Sites in crises
Study of Social Network Sites in crisesStudy of Social Network Sites in crises
Study of Social Network Sites in crises
 
Twitter analysis
Twitter analysisTwitter analysis
Twitter analysis
 
Characterizing the Life Cycle of Online News Stories Using Social Media React...
Characterizing the Life Cycle of Online News Stories Using Social Media React...Characterizing the Life Cycle of Online News Stories Using Social Media React...
Characterizing the Life Cycle of Online News Stories Using Social Media React...
 

Mais de Alexander Nwala

Scraping SERPs For Archival Seeds - It Matters When You Start
Scraping SERPs For Archival Seeds - It Matters When You StartScraping SERPs For Archival Seeds - It Matters When You Start
Scraping SERPs For Archival Seeds - It Matters When You StartAlexander Nwala
 
Bootstrapping Web Archive Collections of Stories from Micro-collections in S...
Bootstrapping Web Archive Collections  of Stories from Micro-collections in S...Bootstrapping Web Archive Collections  of Stories from Micro-collections in S...
Bootstrapping Web Archive Collections of Stories from Micro-collections in S...Alexander Nwala
 
Tweet Visibility Dynamics in a Tweet Conversation Graph
Tweet Visibility Dynamics in a Tweet Conversation GraphTweet Visibility Dynamics in a Tweet Conversation Graph
Tweet Visibility Dynamics in a Tweet Conversation GraphAlexander Nwala
 
Generating collections for stories and events
Generating collections for stories and eventsGenerating collections for stories and events
Generating collections for stories and eventsAlexander Nwala
 
Jcdl2016_keynote-zemankova
Jcdl2016_keynote-zemankovaJcdl2016_keynote-zemankova
Jcdl2016_keynote-zemankovaAlexander Nwala
 
Information Visualization Project
Information Visualization ProjectInformation Visualization Project
Information Visualization ProjectAlexander Nwala
 

Mais de Alexander Nwala (7)

Scraping SERPs For Archival Seeds - It Matters When You Start
Scraping SERPs For Archival Seeds - It Matters When You StartScraping SERPs For Archival Seeds - It Matters When You Start
Scraping SERPs For Archival Seeds - It Matters When You Start
 
Bootstrapping Web Archive Collections of Stories from Micro-collections in S...
Bootstrapping Web Archive Collections  of Stories from Micro-collections in S...Bootstrapping Web Archive Collections  of Stories from Micro-collections in S...
Bootstrapping Web Archive Collections of Stories from Micro-collections in S...
 
Local Memory Project
Local Memory ProjectLocal Memory Project
Local Memory Project
 
Tweet Visibility Dynamics in a Tweet Conversation Graph
Tweet Visibility Dynamics in a Tweet Conversation GraphTweet Visibility Dynamics in a Tweet Conversation Graph
Tweet Visibility Dynamics in a Tweet Conversation Graph
 
Generating collections for stories and events
Generating collections for stories and eventsGenerating collections for stories and events
Generating collections for stories and events
 
Jcdl2016_keynote-zemankova
Jcdl2016_keynote-zemankovaJcdl2016_keynote-zemankova
Jcdl2016_keynote-zemankova
 
Information Visualization Project
Information Visualization ProjectInformation Visualization Project
Information Visualization Project
 

Último

IDENTIFICATION OF THE LIVING- forensic medicine
IDENTIFICATION OF THE LIVING- forensic medicineIDENTIFICATION OF THE LIVING- forensic medicine
IDENTIFICATION OF THE LIVING- forensic medicinesherlingomez2
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learninglevieagacer
 
Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...
Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...
Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...Mohammad Khajehpour
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)Areesha Ahmad
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfrohankumarsinghrore1
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksSérgio Sacani
 
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...ssuser79fe74
 
Zoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdfZoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdfSumit Kumar yadav
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bSérgio Sacani
 
STS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATION
STS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATIONSTS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATION
STS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATIONrouseeyyy
 
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxPSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxSuji236384
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Silpa
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPirithiRaju
 
GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)Areesha Ahmad
 
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...Silpa
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticssakshisoni2385
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learninglevieagacer
 
Pests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPirithiRaju
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)Areesha Ahmad
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY1301aanya
 

Último (20)

IDENTIFICATION OF THE LIVING- forensic medicine
IDENTIFICATION OF THE LIVING- forensic medicineIDENTIFICATION OF THE LIVING- forensic medicine
IDENTIFICATION OF THE LIVING- forensic medicine
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learning
 
Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...
Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...
Dopamine neurotransmitter determination using graphite sheet- graphene nano-s...
 
GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)GBSN - Biochemistry (Unit 1)
GBSN - Biochemistry (Unit 1)
 
Forensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdfForensic Biology & Its biological significance.pdf
Forensic Biology & Its biological significance.pdf
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disks
 
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
Chemical Tests; flame test, positive and negative ions test Edexcel Internati...
 
Zoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdfZoology 5th semester notes( Sumit_yadav).pdf
Zoology 5th semester notes( Sumit_yadav).pdf
 
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 bAsymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
Asymmetry in the atmosphere of the ultra-hot Jupiter WASP-76 b
 
STS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATION
STS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATIONSTS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATION
STS-UNIT 4 CLIMATE CHANGE POWERPOINT PRESENTATION
 
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxPSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.
 
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdfPests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
Pests of cotton_Borer_Pests_Binomics_Dr.UPR.pdf
 
GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)GBSN - Microbiology (Unit 1)
GBSN - Microbiology (Unit 1)
 
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learning
 
Pests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdfPests of mustard_Identification_Management_Dr.UPR.pdf
Pests of mustard_Identification_Management_Dr.UPR.pdf
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY
 

Tracking discourse on social media