NodeXL Graph Gallery: Interactive Graph


Donate to the Social Media Research Foundation's NodeXL development fund

#EIE18_2018-12-06_07-26-38.xlsx (experimental version)
NOTE: This version of the graph is not available with the browser you are using. A more recent version of the browser is required.
Zoom in Zoom out Reset the graph
Go to the graph's main page

From:
Connected Action NodeXL-Reports
Uploaded on:
December 06, 2018
Description:
Description
The graph represents a network of 316 Twitter users whose recent tweets contained "#EIE18", 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 Thursday, 06 December 2018 at 15:27 UTC.

The tweets in the network were tweeted over the 10-day, 2-hour, 4-minute period from Monday, 26 November 2018 at 13:22 UTC to Thursday, 06 December 2018 at 15:26 UTC.

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 : 316
Unique Edges : 707
Edges With Duplicates : 699
Total Edges : 1406
Self-Loops : 83
Reciprocated Vertex Pair Ratio : 0.0816326530612245
Reciprocated Edge Ratio : 0.150943396226415
Connected Components : 15
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 300
Maximum Edges in a Connected Component : 1382
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.648086
Graph Density : 0.00851918826602371
Modularity : 0.276337
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[20] https://twitter.com/ExcelinEd/status/1070677520280899584
[9] https://twitter.com/eagleacademypcs/status/1070687002700509185
[8] https://www.excelined.org/national-summit/
[7] https://www.youtube.com/watch?v=ANgqr6PTBCY&feature=youtu.be

[6] https://www.excelinedsummit.org/page/1362714/livestream
[4] https://www.excelinedsummit.org/page/1362714/watch-live?utm_content=buffer52e18&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] http://www.ptech.org
[3] https://www.instagram.com/p/BrDHfSBAbyc/?utm_source=ig_twitter_share&igshid=ienalxhootti
[3] https://www.excelined.org/news/governor-jeb-bush-announces-senator-ben-sasse-to-open-2018-national-summit-on-education-reform/
[3] https://twitter.com/AdamPeshek/status/1070679115043405826

Top URLs in Tweet in G1:
[13] https://twitter.com/ExcelinEd/status/1070677520280899584
[8] https://twitter.com/eagleacademypcs/status/1070687002700509185
[1] https://www.excelined.org/news/governor-jeb-bush-announces-senator-ben-sasse-to-open-2018-national-summit-on-education-reform
[1] https://www.youtube.com/watch?feature=youtu.be&v=KplSMh7b464
[1] https://www.excelined.org/news/governor-jeb-bush-announces-senator-ben-sasse-to-open-2018-national-summit-on-education-reform/
[1] https://twitter.com/JebBush/status/1070398153239736321

Top URLs in Tweet in G2:
[8] https://www.excelined.org/national-summit/
[4] https://www.youtube.com/watch?v=ANgqr6PTBCY&feature=youtu.be

[4] https://www.excelinedsummit.org/page/1362714/livestream
[3] https://www.instagram.com/p/BrDHfSBAbyc/?utm_source=ig_twitter_share&igshid=ienalxhootti
[2] https://www.excelinedsummit.org/
[2] https://www.excelinedsummit.org/agenda
[2] https://www.excelined.org/edfly-blog/eie18-dc-edition/
[2] https://twitter.com/ExcelinEd/status/1070677520280899584
[2] https://www.excelined.org/news/governor-jeb-bush-announces-senator-ben-sasse-to-open-2018-national-summit-on-education-reform/
[2] https://twitter.com/ExcelinEd/status/1067433112068677632

Top URLs in Tweet in G3:
[3] https://twitter.com/ExcelinEd/status/1070677520280899584
[2] https://twitter.com/AdamPeshek/status/1070679115043405826
[2] https://www.trendsmap.com/local/us/washington?utm_source=twitter&utm_medium=social&utm_campaign=al&utm_term=h##eie18
[1] https://twitter.com/travispillow/status/1070678851221635072
[1] https://www.crpe.org/publications/thinking-forward-funding-nimble-system
[1] https://twitter.com/gary_houchens/status/1070679795124576256
[1] https://www.excelinedsummit.org/page/1362714/watch-live?utm_content=buffer52e18&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://docs.google.com/document/d/1SUgFXvmWgrSlLGfY4X9adFkFrrEySaPBNnKy8_Md6tc/edit?usp=sharing
[1] https://www.crpe.org/publications/thinking-forward-new-ideas-new-era-public-education
[1] https://twitter.com/adampeshek/status/1070685915507515392

Top URLs in Tweet in G4:
[3] http://www.ptech.org
[1] https://www.psychologytoday.com/us/blog/putting-america-work/201812/new-collar-jobs-are-new-pathways-employment
[1] https://www.youtube.com/watch?v=ANgqr6PTBCY&feature=youtu.be

[1] https://nj.gov/governor/news/news/562018/approved/20181127b.shtml
[1] http://www.nytimes.com/
[1] https://veja.abril.com.br/tecnologia/ibm-passa-a-investir-em-educacao-no-brasil/
[1] https://www.redefinedonline.org/2018/12/floridas-race-against-the-future/

Top URLs in Tweet in G5:
[1] https://www.youtube.com/watch?v=ANgqr6PTBCY&feature=youtu.be

[1] https://twitter.com/blueinutah/status/1070682717908582400
[1] https://www.excelinedsummit.org/page/1362714/watch-live?utm_content=buffer52e18&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/ExcelinEd/status/1070677520280899584
[1] https://www.excelinedsummit.org/
[1] https://www.ksde.org/Agency/Fiscal-and-Administrative-Services/Communications-and-Recognition-Programs/Vision-Kansans-Can

Top URLs in Tweet in G6:
[1] https://twitter.com/jebbush/status/1070681521760231424

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=ANgqr6PTBCY&feature=youtu.be


Top URLs in Tweet in G8:
[2] https://www.excelinedsummit.org/page/1362714/watch-live?utm_content=buffer52e18&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://choicemedia.tv/event/dc-2018-national-summit-on-education-reform/?utm_content=buffer3f2f1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://choicemedia.tv/event/dc-2018-national-summit-on-education-reform/?utm_content=buffera197b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://choicemedia.tv/event/dc-2018-national-summit-on-education-reform/?utm_content=buffer0c7c0&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.excelined.org/news/governor-jeb-bush-and-excelined-to-honor-eva-moskowitz-at-2018-national-summit-on-education-reform/
[1] https://choicemedia.tv/event/dc-2018-national-summit-on-education-reform/?utm_content=buffercae49&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/ExcelinEd/status/1069940327975403522

Top URLs in Tweet in G9:
[1] https://twitter.com/ExcelinEd/status/1070677520280899584
[1] https://www.excelinedsummit.org/page/1362714/livestream

Top URLs in Tweet in G10:
[1] https://twitter.com/bridgetaziegler/status/1069613812830093312
[1] https://twitter.com/ExcelinEd/status/1070046582303789063
[1] https://twitter.com/excelined/status/1070317367480205312
[1] https://www.excelined.org/news/governor-jeb-bush-announces-senator-ben-sasse-to-open-2018-national-summit-on-education-reform

Top Domains
Top Domains in Tweet in Entire Graph:
[50] twitter.com
[17] excelined.org
[15] excelinedsummit.org
[11] youtube.com
[9] choicemedia.tv
[3] ptech.org
[3] instagram.com
[2] psychologytoday.com
[2] crpe.org
[2] trendsmap.com

Top Domains in Tweet in G1:
[22] twitter.com
[2] excelined.org
[1] youtube.com

Top Domains in Tweet in G2:
[13] excelined.org
[10] twitter.com
[8] excelinedsummit.org
[7] youtube.com
[4] choicemedia.tv
[3] instagram.com
[1] aei.org
[1] psychologytoday.com
[1] pie-network.org

Top Domains in Tweet in G3:
[9] twitter.com
[2] crpe.org
[2] excelinedsummit.org
[2] trendsmap.com
[1] google.com

Top Domains in Tweet in G4:
[3] ptech.org
[1] psychologytoday.com
[1] youtube.com
[1] nj.gov
[1] nytimes.com
[1] com.br
[1] redefinedonline.org

Top Domains in Tweet in G5:
[2] twitter.com
[2] excelinedsummit.org
[1] youtube.com
[1] ksde.org

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[1] youtube.com

Top Domains in Tweet in G8:
[5] choicemedia.tv
[2] excelinedsummit.org
[1] excelined.org
[1] twitter.com

Top Domains in Tweet in G9:
[1] twitter.com
[1] excelinedsummit.org

Top Domains in Tweet in G10:
[3] twitter.com
[1] excelined.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[619] eie18
[94] edreform
[23] dc
[13] edchoice
[11] education
[10] edleadership
[8] csforallnyc
[8] leadership
[7] csforall
[7] schoolchoice



Top Hashtags in Tweet in G1:
[57] eie18
[55] edreform
[1] dccharterproud

Top Hashtags in Tweet in G2:
[261] eie18
[13] dc
[13] edreform
[5] education
[5] edchoice
[4] schoolchoice
[3] edinnovation
[3] edopportunity
[3] charterschools
[3] ageofagility

Top Hashtags in Tweet in G3:
[83] eie18
[4] edreform
[3] edchoice
[3] dc
[2] excelined
[2] schoolchoice

Top Hashtags in Tweet in G4:
[24] eie18
[6] edreform
[6] csforallnyc
[6] weareptech
[5] csforall
[5] wednesdaywisdom
[4] csedweek
[4] wednesdaymotivation
[4] 150albanyave
[3] csedweek2018

Top Hashtags in Tweet in G5:
[42] eie18
[2] edchoice
[2] dc
[1] parentpower
[1] schoolchoice
[1] fl
[1] edreform
[1] kansanscan

Top Hashtags in Tweet in G6:
[37] eie18
[3] edreform
[2] edfreedomfighters
[1] charterschools
[1] beimpatient
[1] cte
[1] education

Top Hashtags in Tweet in G7:
[28] eie18
[2] learnfwd18
[1] 41stpresident
[1] finalcountdown
[1] dc
[1] edchoice
[1] unlvedsummit
[1] edreform

Top Hashtags in Tweet in G8:
[30] eie18
[4] educationreform
[3] dc
[2] fl
[2] gradelevelreading
[1] edreform
[1] pln
[1] alwayslearning
[1] earlyliteracy

Top Hashtags in Tweet in G9:
[23] eie18
[3] edreform
[2] edchoice
[2] edfreedom
[1] charterschools

Top Hashtags in Tweet in G10:
[21] eie18
[2] edreform
[1] equity
[1] reading
[1] accessible
[1] education
[1] curriculum
[1] audiobookswork
[1] promoteliteracy
[1] dc

Top Words
Top Words in Tweet in Entire Graph:
[506] Words in Sentiment List#1: Positive
[126] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[15119] Non-categorized Words
[15751] Total Words
[619] eie18
[265] education
[228] excelined
[216] bensasse
[148] sensasse

Top Words in Tweet in G1:
[60] jebbush
[57] eie18
[55] edreform
[43] bensasse
[37] excited
[35] kick
[34] national
[34] summit
[32] tomorrow
[32] one

Top Words in Tweet in G2:
[261] eie18
[87] education
[82] excelined
[78] bensasse
[56] sensasse
[44] schooling
[32] schools
[31] summit
[27] dc
[27] today

Top Words in Tweet in G3:
[83] eie18
[72] education
[59] bensasse
[50] schooling
[22] same
[22] one
[20] thing
[20] sensasse
[17] excelined
[16] means

Top Words in Tweet in G4:
[24] eie18
[15] rashidfdavis
[10] ptechnetwork
[9] csforall
[8] edreform
[7] ben
[7] education
[6] csforallnyc
[6] sasse
[6] weareptech

Top Words in Tweet in G5:
[42] eie18
[24] education
[23] sensasse
[23] excelined
[12] re
[10] children
[10] souls
[10] schools
[9] learn_sci
[9] schooling

Top Words in Tweet in G6:
[37] eie18
[15] excelined
[13] schools
[11] bensasse
[11] education
[11] souls
[10] children
[9] dr
[9] sensasse
[8] carey

Top Words in Tweet in G7:
[28] eie18
[13] excelined
[12] sensasse
[11] education
[9] bensasse
[9] keynote
[8] ramboteacher
[8] k_dockweiler
[7] schools
[6] souls

Top Words in Tweet in G8:
[30] eie18
[25] excelined
[12] week
[11] moskowitzeva
[10] next
[10] schleicheroecd
[8] hear
[7] 2018
[7] national
[7] summit

Top Words in Tweet in G9:
[23] eie18
[14] excelined
[14] sensasse
[10] education
[10] need
[7] big
[6] bold
[6] schooling
[5] impatient
[5] bensasse

Top Words in Tweet in G10:
[21] eie18
[12] educators
[10] education
[10] kids
[10] u
[8] failing
[7] r
[6] even
[5] one
[5] poor

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[76] national,summit
[68] excelined,eie18
[55] bensasse,eie18
[52] 2018,national
[52] same,thing
[50] education,schooling
[43] schooling,same
[41] bensasse,kick
[39] summit,edreform
[39] education,reform

Top Word Pairs in Tweet in G1:
[34] national,summit
[33] summit,edreform
[31] m,excited
[31] excited,announce
[31] announce,bensasse
[31] bensasse,kick
[31] kick,2018
[31] 2018,national
[31] edreform,tomorrow
[31] tomorrow,ben

Top Word Pairs in Tweet in G2:
[27] excelined,eie18
[22] bensasse,eie18
[21] national,summit
[18] education,reform
[17] eie18,bensasse
[16] same,thing
[14] summit,education
[13] education,schooling
[13] sensasse,eie18
[13] schools,assembly

Top Word Pairs in Tweet in G3:
[23] education,schooling
[22] bensasse,eie18
[21] schooling,same
[20] same,thing
[17] bensasse,education
[14] thing,education
[14] education,goal
[12] goal,schooling
[12] schooling,one
[10] senator,bensasse

Top Word Pairs in Tweet in G4:
[6] ben,sasse
[5] sen,ben
[4] csforallnyc,csforall
[4] eie18,rashidfdavis
[4] wednesdaywisdom,wednesdaymotivation
[3] ibm,ptechnetwork
[3] rashidfdavis,eie18
[3] late,night
[3] night,dc
[3] dc,karaoke

Top Word Pairs in Tweet in G5:
[10] sensasse,eie18
[7] education,reform
[5] re,souls
[5] national,summit
[5] summit,education
[5] eie18,learn_sci
[5] senator,ben
[5] ben,sasse
[5] schools,assembly
[5] assembly,lines

Top Word Pairs in Tweet in G6:
[8] dr,carey
[8] carey,wright
[7] schools,assembly
[7] assembly,lines
[5] wright,missdepted
[5] missdepted,panel
[5] panel,eie18
[5] eie18,opening
[5] opening,strategy
[5] strategy,session

Top Word Pairs in Tweet in G7:
[8] ramboteacher,k_dockweiler
[6] excelined,eie18
[4] talk,nurture
[4] nurture,broader
[4] broader,souls
[4] souls,really
[4] really,talking
[4] talking,love
[4] love,children
[4] children,widgets

Top Word Pairs in Tweet in G8:
[10] next,week
[9] week,eie18
[7] 2018,national
[7] national,summit
[7] summit,education
[7] education,reform
[6] excelined,jebbush
[5] reform,excelined
[5] jebbush,moskowitzeva
[4] moskowitzeva,schleicheroecd

Top Word Pairs in Tweet in G9:
[7] excelined,eie18
[5] big,bold
[5] bold,impatient
[4] homogenous,schooling
[3] agree,bensasse
[3] bensasse,need
[3] need,free
[3] free,families
[3] families,homogenous
[3] schooling,need

Top Word Pairs in Tweet in G10:
[4] failing,educators
[3] u,need
[3] speak,up
[2] eie18,care
[2] care,side
[2] side,isle
[2] isle,u
[2] u,r
[2] r,kids
[2] kids,r

Top Replied-To
Top Replied-To in Entire Graph:
@sensasse
@jebbush
@bensasse
@gerard_924
@taylor_hall
@ccsso
@excelined
@ramboteacher
@jon_hartley_
@gary_houchens

Top Replied-To in G1:
@bensasse

Top Replied-To in G2:
@jerryhobbsmerc
@sensasse

Top Replied-To in G3:
@bensasse

Top Replied-To in G5:
@jon_hartley_
@libbalyons
@gary_houchens
@learn_sci

Top Replied-To in G6:
@excelined
@jebbush
@ccsso

Top Replied-To in G7:
@taylor_hall
@ramboteacher

Top Replied-To in G9:
@sensasse
@jebbush
@gerard_924

Top Mentioned
Top Mentioned in Entire Graph:
@excelined
@bensasse
@sensasse
@jebbush
@eagleacademypcs
@rashidfdavis
@moskowitzeva
@ajsellsky
@adampeshek
@ronmatus1

Top Mentioned in G1:
@jebbush
@bensasse
@excelined
@eagleacademypcs
@sensasse
@ksoltisanderson
@kristymcampbell
@raquelci5
@dcpcsb
@focusdc

Top Mentioned in G2:
@bensasse
@excelined
@sensasse
@jebbush
@ajsellsky
@jerryhobbsmerc
@plloyd
@edwonkmom
@moskowitzeva
@eagleacademypcs

Top Mentioned in G3:
@bensasse
@sensasse
@excelined
@adampeshek
@ronmatus1
@travispillow
@crpe_uw
@jebbush
@cphenicie
@emmy_cummings

Top Mentioned in G4:
@rashidfdavis
@ptechnetwork
@csforall
@redefinedonline
@bensasse
@codeorg
@ibm
@nycfuture
@cuny
@jebbush

Top Mentioned in G5:
@sensasse
@excelined
@learn_sci
@bensasse
@libbalyons
@senatoraument
@l_stanford1221
@lancaster_ctc
@thaddeusstevens
@adampeshek

Top Mentioned in G6:
@excelined
@bensasse
@sensasse
@missdepted
@asruther
@jerryhobbsmerc
@tinadescovich
@margaretrmillar
@ccsso
@melissacanney

Top Mentioned in G7:
@excelined
@sensasse
@bensasse
@k_dockweiler
@nvnationalboard
@unlvcoe
@readingby3rd
@rea
@mdiffenbaugh
@tholmessutton

Top Mentioned in G8:
@excelined
@moskowitzeva
@schleicheroecd
@jebbush
@howardlfuller
@chettyfan
@succes
@choicemediatv
@sensasse
@levesquepat

Top Mentioned in G9:
@excelined
@sensasse
@bensasse
@jebbush
@moblum
@eagleacademypcs
@ed_ref_paula
@adampeshek
@plloyd
@ajsellsky

Top Tweeters
Top Tweeters in Entire Graph:
@federicoalves
@strategicpolicy
@nytimes
@veja
@lynn_rose1
@joepcunningham
@trendsdc
@sequencers
@4ever2runval96
@whotrendedit

Top Tweeters in G1:
@federicoalves
@strategicpolicy
@lynn_rose1
@joepcunningham
@4ever2runval96
@whotrendedit
@paulinermilner
@walter_dragone
@jgclowser
@masso_v

Top Tweeters in G2:
@charteralliance
@aeieducation
@jerryhobbsmerc
@john_bailey
@excelined
@milenatehoff
@chasanderson
@pienetwork
@ethandemme
@sch

Top Tweeters in G3:
@trendsdc
@politicsk12
@travispillow
@crpe_uw
@hollyshansen
@andrewujifusa
@matthewladner
@bartlettjc
@kapslap
@bensasse

Top Tweeters in G4:
@nytimes
@veja
@nycgov
@edtrust
@gloriajromero
@wise_tweets
@youtube
@redefinedonline
@rashidfdavis
@edreform

Top Tweeters in G5:
@sequencers
@ksucats96
@jtpauls
@brajadurai
@jon_hartley_
@thesmsd
@davidebiddle
@chris_churchill
@learn_sci
@senatoraument

Top Tweeters in G6:
@frdemetri
@tom_greene
@chrismziegler
@ccsso
@erikadonalds
@tina
@cmtpitts
@ex
@valoupis
@bridgetaziegler

Top Tweeters in G7:
@advertisingdiva
@nbpts
@tholmessutton
@readingby3rd
@colemama
@ksoltis
@victorjevans
@mdiffenbaugh
@nvnationalboard
@khoriwhittaker

Top Tweeters in G8:
@choicemediatv
@simondueckert
@howardlfuller
@successcharters
@schoolreform
@1reformalliance
@schleicheroecd
@alex_fraz
@ashleydemauro
@grausger

Top Tweeters in G9:
@jeanneallen
@moblum
@ed_ref_paula
@bblomramsey
@waynedlewis
@montgomerymardi
@jackiecissell
@marklduncan
@csusajonhage
@drdchristiansen

Top Tweeters in G10:
@meadowgirlm
@pftbotmenter
@learning_ally
@prforjeb
@bevslough
@colleengrady
@davidneilcook
@nde_ela
@rhondacagle1
@debbiemortham