#SIIAETC19, Twitter, 6/11/2019 8:11:46 PM, 199752


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#SIIAETC19_2019-06-11_12-54-07.xlsx
#SIIAETC19_2019-06-11_12-54-07.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
June 11, 2019
Short Description:
#SIIAETC19 via NodeXL http://bit.ly/2X2hzF5
@siiaeducation
@farzananayani
@jill_abbott
@frankcatalano
@mjmadda
@center_higher
@paulamaylahn
@wademillward
@stevensato
@siia

Top hashtags:
#siiaetc19
#edtech
#ai
#education
#privacy
#blockchain
#analytics
#funding

Description:
Description
The graph represents a network of 96 Twitter users whose recent tweets contained "#SIIAETC19", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Tuesday, 11 June 2019 at 20:05 UTC.

The tweets in the network were tweeted over the 8-day, 4-hour, 2-minute period from Monday, 03 June 2019 at 16:03 UTC to Tuesday, 11 June 2019 at 20:05 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 96
Unique Edges : 203
Edges With Duplicates : 190
Total Edges : 393
Self-Loops : 44
Reciprocated Vertex Pair Ratio : 0.14975845410628
Reciprocated Edge Ratio : 0.260504201680672
Connected Components : 1
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 96
Maximum Edges in a Connected Component : 393
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.595703
Graph Density : 0.0260964912280702
Modularity : 0.304092
NodeXL Version : 1.0.1.413

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[6] https://services.google.com/fh/files/misc/unconscious-bias-in-the-classroom-report.pdf
[4] http://www.siia.net/etc/program/session/sID/7364
[3] https://benetech.org/our-work/born-accessible/
[3] https://www.amazon.com/Black-Kids-Sitting-Together-Cafeteria/dp/B074WCSLGV
[2] https://studentprivacypledge.org/signatories/
[2] http://www.irrodl.org/index.php/irrodl/article/view/2952/4119
[2] https://oli.cmu.edu/learn-more-about-oli/
[2] http://www.siia.net/blog/index/Post/78274/LunchByte-Introduction
[2] https://www.edweek.org/ew/articles/2019/05/30/schools-are-deploying-massive-digital-surveillance-systems.html
[2] https://lnkd.in/eq_gQzK

Top URLs in Tweet in G1:
[2] http://bit.ly/2JTKpkg?utm_campaign=Charlene%20-%20Twitter&utm_content=92337739&utm_medium=social&utm_source=twitter&hss_channel=tw-14898891
[2] https://twitter.com/AndrewRCoulson/status/1138465934589325312
[2] http://www.siia.net/blog/index/Post/78274/LunchByte-Introduction
[2] https://studentprivacypledge.org/signatories/
[1] http://www.siia.net/etc/PROGRAM/Schedule?utm_content=93742136&utm_medium=social&utm_source=twitter&hss_channel=tw-20241928
[1] https://services.google.com/fh/files/misc/unconscious-bias-in-the-classroom-report.pdf
[1] https://www.amazon.com/Black-Kids-Sitting-Together-Cafeteria/dp/B074WCSLGV
[1] https://www.mindresearch.org/
[1] https://www.ithaka.org/sites/default/files/files/ITHAKA-TheCostDiseaseinHigherEducation.pdf
[1] https://www.holoniq.com/infographics/

Top URLs in Tweet in G2:
[4] https://services.google.com/fh/files/misc/unconscious-bias-in-the-classroom-report.pdf
[2] https://www.amazon.com/Black-Kids-Sitting-Together-Cafeteria/dp/B074WCSLGV
[1] https://benetech.org/our-work/born-accessible/
[1] https://www.ithaka.org/sites/default/files/files/ITHAKA-TheCostDiseaseinHigherEducation.pdf
[1] https://www.mindresearch.org/
[1] https://www.edweek.org/ew/articles/2019/05/30/schools-are-deploying-massive-digital-surveillance-systems.html
[1] https://world-trust.org/
[1] https://www.holoniq.com/infographics/
[1] https://oli.cmu.edu/learn-more-about-oli/
[1] http://www.irrodl.org/index.php/irrodl/article/view/2952/4119

Top URLs in Tweet in G3:
[1] https://services.google.com/fh/files/misc/unconscious-bias-in-the-classroom-report.pdf
[1] https://lnkd.in/eq_gQzK
[1] https://lnkd.in/eMey3pX
[1] http://www.siia.net/etc/
[1] https://www.siia.net/etc/PROGRAM/Schedule

Top URLs in Tweet in G4:
[1] https://twitter.com/stevensato/status/1138244790909194241

Top URLs in Tweet in G5:
[1] http://www.siia.net/etc

Top URLs in Tweet in G6:
[1] https://benetech.org/our-work/born-accessible/
[1] http://www.siia.net/etc/PROGRAM/Schedule?utm_content=93742603&utm_medium=social&utm_source=twitter&hss_channel=tw-20241973

Top URLs in Tweet in G7:
[1] https://www.edweek.org/ew/articles/2019/05/30/schools-are-deploying-massive-digital-surveillance-systems.html
[1] https://www.projunicorn.org/

Top URLs in Tweet in G9:
[3] http://www.siia.net/etc/program/session/sID/7364
[1] https://www.fablevisionstudios.com/blog/2019/6/10/a9amfbbh6ymuq5f4yycbxkjd8oqery

Top Domains
Top Domains in Tweet in Entire Graph:
[14] siia.net
[6] google.com
[4] lnkd.in
[4] twitter.com
[3] benetech.org
[3] amazon.com
[2] studentprivacypledge.org
[2] irrodl.org
[2] cmu.edu
[2] edweek.org

Top Domains in Tweet in G1:
[6] siia.net
[3] twitter.com
[2] bit.ly
[2] studentprivacypledge.org
[1] google.com
[1] amazon.com
[1] mindresearch.org
[1] ithaka.org
[1] holoniq.com
[1] lnkd.in

Top Domains in Tweet in G2:
[4] google.com
[2] amazon.com
[1] benetech.org
[1] ithaka.org
[1] mindresearch.org
[1] edweek.org
[1] world-trust.org
[1] holoniq.com
[1] cmu.edu
[1] irrodl.org

Top Domains in Tweet in G3:
[2] lnkd.in
[2] siia.net
[1] google.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[1] siia.net

Top Domains in Tweet in G6:
[1] benetech.org
[1] siia.net

Top Domains in Tweet in G7:
[1] edweek.org
[1] projunicorn.org

Top Domains in Tweet in G9:
[3] siia.net
[1] fablevisionstudios.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[178] siiaetc19
[60] edtech
[17] ai
[14] education
[9] privacy
[9] blockchain
[9] analytics
[8] funding
[6] diversity
[6] equity



Top Hashtags in Tweet in G1:
[78] siiaetc19
[22] edtech
[4] ai
[3] education
[3] diversity
[3] wisdom
[3] sel
[2] privacy
[2] blockchain
[2] analytics

Top Hashtags in Tweet in G2:
[44] siiaetc19
[10] education
[10] edtech
[4] ai
[4] equity
[4] inclusion
[4] investment
[3] tech
[3] diversity
[3] honestconversation

Top Hashtags in Tweet in G3:
[22] siiaetc19
[9] edtech
[5] ai
[1] privacy
[1] blockchain
[1] analytics
[1] funding

Top Hashtags in Tweet in G4:
[3] siiaetc19
[1] wearecue
[1] vrpodcast
[1] edtechtrends
[1] myedtechideas

Top Hashtags in Tweet in G5:
[3] siiaetc19
[2] edtech

Top Hashtags in Tweet in G6:
[10] edtech
[9] siiaetc19
[4] privacy
[4] blockchain
[4] analytics
[4] ai
[4] funding
[1] bornaccessible
[1] interoperability

Top Hashtags in Tweet in G7:
[4] siiaetc19
[1] edtech

Top Hashtags in Tweet in G8:
[6] siiaetc19
[5] edtech
[3] startups
[2] investors
[1] education
[1] startup
[1] entrepreneurs

Top Hashtags in Tweet in G9:
[5] siiaetc19
[1] g4c19
[1] iste19

Top Hashtags in Tweet in G10:
[4] siiaetc19
[1] edtech
[1] edtechchat
[1] pdchat

Top Words
Top Words in Tweet in Entire Graph:
[171] Words in Sentiment List#1: Positive
[45] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[5098] Non-categorized Words
[5314] Total Words
[178] #siiaetc19
[60] #edtech
[41] siiaeducation
[38] panel
[33] equity

Top Words in Tweet in G1:
[78] #siiaetc19
[22] #edtech
[19] panel
[19] equity
[19] siiaeducation
[18] industry
[18] andrewrcoulson
[17] paulamaylahn
[15] inclusion
[11] education

Top Words in Tweet in G2:
[44] #siiaetc19
[12] farzananayani
[10] #education
[10] #edtech
[10] link
[9] referenced
[8] paulamaylahn
[8] equity
[7] alvincrawford
[6] children

Top Words in Tweet in G3:
[22] #siiaetc19
[9] #edtech
[6] inclusion
[6] conference
[6] diversity
[6] great
[5] s
[5] center_higher
[5] today
[5] 2

Top Words in Tweet in G4:
[5] stevensato
[4] representing
[4] cueinc
[4] scsupt
[4] panel
[4] tomorrow
[4] thad
[4] austin
[4] sfusddot
[4] discussing

Top Words in Tweet in G5:
[4] henry
[4] hipps
[4] vivian
[4] wu
[3] gatesfoundation
[3] ckmcguire
[3] hewlett_found
[3] chanzuckerberg
[3] #siiaetc19
[2] #edtech

Top Words in Tweet in G6:
[10] #edtech
[9] #siiaetc19
[4] investors
[4] product
[4] siia
[4] kicks
[4] today
[4] event
[4] year
[4] focused

Top Words in Tweet in G7:
[9] siiaeducation
[7] t
[4] #siiaetc19
[4] minus
[4] two
[4] hours
[4] until
[4] unveil
[4] brand
[4] new

Top Words in Tweet in G8:
[6] #siiaetc19
[5] #edtech
[4] investors
[4] edtech
[3] startups
[3] leadership
[3] #startups
[2] starting
[2] over
[2] value

Top Words in Tweet in G9:
[7] fablevision
[5] #siiaetc19
[3] make
[3] workforce
[3] vp
[3] road
[3] trip
[3] summer
[2] panel
[2] fvstudioboston

Top Words in Tweet in G10:
[5] panel
[4] riddle
[4] left
[4] #siiaetc19
[4] diversity
[4] inclusion
[4] cancelled
[4] low
[4] attendance
[3] mjmadda

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17] equity,inclusion
[12] diversity,inclusion
[12] panel,#siiaetc19
[10] henry,hipps
[10] paulamaylahn,link
[10] maia,sharpley
[9] vivian,wu
[9] #siiaetc19,#edtech
[9] keynote,panel
[9] siiaeducation,#siiaetc19

Top Word Pairs in Tweet in G1:
[11] equity,inclusion
[10] panel,#siiaetc19
[9] siiaeducation,#siiaetc19
[8] inclusion,panel
[5] paulamaylahn,link
[5] #siiaetc19,investors
[4] henry,hipps
[4] keynote,panel
[4] #siiaetc19,#edtech
[4] maia,sharpley

Top Word Pairs in Tweet in G2:
[5] referenced,farzananayani
[4] don,t
[4] paulamaylahn,link
[4] link,pdf
[4] pdf,google
[4] google,research
[4] research,unconscious
[4] unconscious,bias
[4] bias,classroom
[4] classroom,referenced

Top Word Pairs in Tweet in G3:
[5] discussion,diversity
[4] founder,dr
[4] dr,terri
[4] terri,givens
[4] givens,speaking
[4] speaking,today
[4] today,#siiaetc19
[4] #siiaetc19,2
[4] 2,45
[4] 45,pm

Top Word Pairs in Tweet in G4:
[4] representing,cueinc
[4] cueinc,scsupt
[4] scsupt,panel
[4] panel,tomorrow
[4] tomorrow,stevensato
[4] stevensato,thad
[4] thad,austin
[4] austin,sfusddot
[4] sfusddot,discussing
[4] discussing,current

Top Word Pairs in Tweet in G5:
[4] henry,hipps
[4] vivian,wu
[3] hipps,gatesfoundation
[3] gatesfoundation,ckmcguire
[3] ckmcguire,hewlett_found
[3] hewlett_found,vivian
[2] farzananayani,provoking
[2] provoking,thoughts
[2] thoughts,henry
[2] wu,chanzuckerberg

Top Word Pairs in Tweet in G6:
[4] #siiaetc19,kicks
[4] kicks,today
[4] today,#edtech
[4] #edtech,event
[4] event,year
[4] year,focused
[4] focused,#privacy
[4] #privacy,#blockchain
[4] #blockchain,#analytics
[4] #analytics,#ai

Top Word Pairs in Tweet in G7:
[4] t,minus
[4] minus,two
[4] two,hours
[4] hours,until
[4] until,unveil
[4] unveil,brand
[4] brand,new
[4] new,projunicorn
[4] projunicorn,standards
[4] standards,glossary

Top Word Pairs in Tweet in G8:
[4] #siiaetc19,#edtech
[3] edtech,startups
[2] investors,over
[2] over,value
[2] value,edtech
[2] startups,founders
[2] founders,ceos
[2] ceos,leadership
[2] leadership,#siiaetc19
[2] #edtech,#startups

Top Word Pairs in Tweet in G9:
[3] fablevision,vp
[3] road,trip
[2] fablevision,make
[2] make,services
[2] services,workforce
[2] workforce,join
[2] join,#siiaetc19
[2] #siiaetc19,find
[2] find,out
[2] out,fablevision

Top Word Pairs in Tweet in G10:
[4] riddle,left
[4] left,#siiaetc19
[4] #siiaetc19,panel
[4] panel,diversity
[4] diversity,inclusion
[4] inclusion,cancelled
[4] cancelled,low
[4] low,attendance
[3] mjmadda,riddle

Top Replied-To
Top Replied-To in Entire Graph:
@dschuler1970
@mjmadda

Top Replied-To in G1:
@mjmadda

Top Replied-To in G3:
@dschuler1970

Top Mentioned
Top Mentioned in Entire Graph:
@siiaeducation
@paulamaylahn
@farzananayani
@andrewrcoulson
@jill_abbott
@alvincrawford
@siia
@deborahquazzo
@stevensato
@emcollective

Top Mentioned in G1:
@siiaeducation
@andrewrcoulson
@paulamaylahn
@farzananayani
@jill_abbott
@joypremiere
@deborahquazzo
@cortexlms
@siia
@fvstudioboston

Top Mentioned in G2:
@farzananayani
@paulamaylahn
@alvincrawford
@jill_abbott
@andrewrcoulson
@siiaeducation
@siia
@emcollective
@fableshelby

Top Mentioned in G3:
@siiaeducation
@center_higher
@suptenfield
@dschuler1970
@codieawards
@alvincrawford
@terrigivens
@farzananayani
@paulamaylahn

Top Mentioned in G4:
@stevensato
@cueinc
@scsupt
@sfusddot
@jborgen
@terrigivens
@siiaeducation

Top Mentioned in G5:
@gatesfoundation
@ckmcguire
@hewlett_found
@chanzuckerberg
@farzananayani
@erinmote
@siiaeducation
@jajoseph
@john_bailey
@jill_abbott

Top Mentioned in G6:
@siia
@jajoseph
@learncap
@kaneemerson
@deborahquazzo
@siiaeducation

Top Mentioned in G7:
@siiaeducation
@projunicorn
@erinmote
@cortexlms
@google
@paulamaylahn

Top Mentioned in G8:
@projected1
@learncap
@emcollective
@gsvc
@paulamaylahn
@forwardthinkedu
@terrigivens
@siiaeducation

Top Mentioned in G9:
@fvstudioboston
@fableshelby
@siiaeducation
@thorprichard

Top Mentioned in G10:
@mjmadda

Top Tweeters
Top Tweeters in Entire Graph:
@google
@scalarhumanity
@eharmony
@markj_ohnson
@john_bailey
@suptenfield
@district214
@braingresser
@terrigivens
@gcherkowski

Top Tweeters in G1:
@eharmony
@braingresser
@gcherkowski
@agenacasey
@tinder
@weisburghm
@wademillward
@futureofprivacy
@siiaeducation
@charleneblohm

Top Tweeters in G2:
@mathbabedotorg
@wolfepereira
@emcollective
@paulamaylahn
@reachfund
@entangledsol
@farzananayani
@rgintercultural
@alvincrawford
@schoolzilla

Top Tweeters in G3:
@suptenfield
@district214
@terrigivens
@frankcatalano
@codieawards
@chrismayer_wp
@toddbrekhus
@jill_abbott
@dschuler1970
@peterbencivenga

Top Tweeters in G4:
@cueinc
@pgilders
@bcarlton727
@lamariamartinez
@stevensato
@jborgen
@sfusddot
@scsupt

Top Tweeters in G5:
@john_bailey
@gatesfoundation
@andrewujifusa
@hewlett_found
@sarakloek
@chanzuckerberg
@ckmcguire

Top Tweeters in G6:
@markj_ohnson
@kaneemerson
@benetech
@wanitaniehaus
@jajoseph
@tech_edu
@siia

Top Tweeters in G7:
@google
@erinmote
@ericbutash
@projunicorn
@innovateedunyc

Top Tweeters in G8:
@scalarhumanity
@projected1
@forwardthinkedu
@gsvc
@learncap

Top Tweeters in G9:
@lkennedy37
@fvstudioboston
@thorprichard
@fableshelby

Top Tweeters in G10:
@cinehead
@mr_mason
@mnomiddlec
@mjmadda