ExcelInEd, Twitter, 12/6/2018 3:36:28 PM, 177607


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ExcelInEd_2018-12-06_07-26-40.xlsx
ExcelInEd_2018-12-06_07-26-40.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 06, 2018
Short Description:
ExcelInEd via NodeXL http://bit.ly/2QiMaMg
@excelined
@rashidfdavis
@jebbush
@bensasse
@ethio_dynasty
@byronernest
@ajsellsky
@sensasse
@mylesxmendoza
@dgonzalesedu

Top hashtags:
#eie18
#edreform
#roc
#schoolchoice
#education
#edopportunity
#edinnovation
#dc

Description:
Description
The graph represents a network of 482 Twitter users whose recent tweets contained "ExcelInEd", 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, 4-hour, 19-minute period from Monday, 26 November 2018 at 11:05 UTC to Thursday, 06 December 2018 at 15:25 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 : 482
Unique Edges : 914
Edges With Duplicates : 1148
Total Edges : 2062
Self-Loops : 86
Reciprocated Vertex Pair Ratio : 0.0862745098039216
Reciprocated Edge Ratio : 0.15884476534296
Connected Components : 15
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 468
Maximum Edges in a Connected Component : 2048
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.587898
Graph Density : 0.00477911681231183
Modularity : 0.284831
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
[8] https://www.excelined.org/national-summit/
[6] https://www.excelinedsummit.org/page/1362714/livestream
[5] https://www.excelined.org/edfly-blog/askexcelined-about-course-access-opportunity-incentives/
[4] https://www.youtube.com/watch?v=ANgqr6PTBCY&feature=youtu.be

[4] https://www.eventbrite.com/e/school-choice-is-the-black-choice-indianapolis-tickets-51726287719?platform=hootsuite
[4] https://www.excelinedsummit.org/page/1362714/watch-live?utm_content=buffer52e18&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[4] https://www.excelined.org/edfly-blog/transitioning-to-student-centered-learning-moving-beyond-seat-time/
[3] https://www.instagram.com/p/BrDHfSBAbyc/?utm_source=ig_twitter_share&igshid=ienalxhootti
[3] http://www.aei.org/events/findings-from-the-2018-schooling-in-america-survey/

Top URLs in Tweet in G1:
[8] https://www.excelined.org/national-summit/
[4] https://www.excelined.org/edfly-blog/askexcelined-about-course-access-opportunity-incentives/
[4] https://www.excelined.org/edfly-blog/transitioning-to-student-centered-learning-moving-beyond-seat-time/
[3] https://twitter.com/ExcelinEd/status/1070677520280899584
[3] https://www.youtube.com/watch?v=ANgqr6PTBCY&feature=youtu.be

[3] https://www.eventbrite.com/e/school-choice-is-the-black-choice-indianapolis-tickets-51726287719?platform=hootsuite
[3] https://www.the74million.org/article/keepingit100indy/
[3] https://www.the74million.org/article/its-all-about-the-relationship-what-one-indianapolis-school-leader-says-shes-learned-about-how-school-choice-empowers-parents-to-engage-with-their-school/
[3] https://www.excelinedsummit.org/page/1362714/livestream
[3] https://www.excelinedsummit.org/page/1362714/watch-live?utm_content=buffer52e18&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[11] https://twitter.com/ExcelinEd/status/1070677520280899584
[3] https://globenewswire.com/news-release/2018/11/26/1656735/0/en/Governor-Jeb-Bush-and-ExcelinEd-to-Honor-Eva-Moskowitz-at-2018-National-Summit-on-Education-Reform.html
[1] https://twitter.com/pbpost/status/1067526497110564864
[1] https://twitter.com/Bush41/status/1068973707849285637
[1] https://www.excelined.org/news/governor-jeb-bush-announces-senator-ben-sasse-to-open-2018-national-summit-on-education-reform
[1] https://www.excelined.org/news/just-released-eie18-keynote-general-session-speakers/
[1] https://twitter.com/JebBush/status/1070398153239736321
[1] https://twitter.com/ExcelinEd/status/1070361366937120769
[1] https://youtu.be/i3opVCpOisc
[1] https://youtu.be/WmAfClsCqg8

Top URLs in Tweet in G3:
[5] https://twitter.com/ExcelinEd/status/1070677520280899584
[2] https://twitter.com/excelined/status/1070687659171987463
[2] https://www.excelinedsummit.org/page/1362714/livestream
[2] https://twitter.com/eagleacademypcs/status/1070674317074161664
[2] https://www.excelined.org/news/governor-jeb-bush-announces-senator-ben-sasse-to-open-2018-national-summit-on-education-reform/
[1] https://twitter.com/excelined/status/1070694353662828545
[1] https://www.youtube.com/watch?feature=youtu.be&v=KplSMh7b464
[1] https://twitter.com/excelined/status/1070664153583374336
[1] https://www.instagram.com/p/BrDHfSBAbyc/?utm_source=ig_twitter_share&igshid=ienalxhootti
[1] https://twitter.com/wilawliberty/status/1070679791764938752

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

[1] https://www.nj.com/politics/index.ssf/2018/11/murphy_says_this_will_help_nj_students_land_21st_c.html
[1] https://www.educationdive.com/news/partnership-of-the-year-p-tech/533011/

Top URLs in Tweet in G5:
[1] https://www.eventbrite.com/e/school-choice-is-the-black-choice-indianapolis-tickets-51726287719?platform=hootsuite
[1] https://www.excelined.org/edfly-blog/askexcelined-about-course-access-opportunity-incentives/
[1] https://www.washingtonpost.com/technology/2018/12/04/walmarts-latest-hire-robotic-janitors-that-clean-floors-collect-data/?noredirect=on&utm_term=.463e2a3ecde2

Top URLs in Tweet in G6:
[1] https://twitter.com/excelined/status/1070454771708911616
[1] https://www.publiccharters.org/donate?utm_campaign=Giving%20Tuesday&utm_content=80203000&utm_medium=social&utm_source=twitter
[1] https://www.publiccharters.org/latest-news/2018/11/26/rekindling-heritage-unconquered-indian-tribe?utm_content=80367754&utm_medium=social&utm_source=twitter

Top URLs in Tweet in G7:
[1] http://www.sectorpublishingintelligence.co.uk/news/2151701/governor-jeb-bush-and-excelined-to-honor-eva-moskowitz-at-2018-national-summit-on-education-reform
[1] https://www.robinspost.com/news/press-releases/globenewswire-news-distribution-service/812722-press-release-governor-jeb-bush-and-excelined-to-honor-eva-moskowitz-at-2018-national-summit-on-education-reform.html
[1] https://globenewswire.com/news-release/2018/11/26/1656735/0/en/Governor-Jeb-Bush-and-ExcelinEd-to-Honor-Eva-Moskowitz-at-2018-National-Summit-on-Education-Reform.html#.W_1rBl052bM.twitter
[1] https://twitter.com/ExcelinEd/status/1067488979971260422
[1] https://www.excelined.org/quality/school-accountability/
[1] http://www.aei.org/events/findings-from-the-2018-schooling-in-america-survey/
[1] https://twitter.com/ExcelinEd/status/1069940327975403522
[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 URLs in Tweet in G8:
[1] https://www.aei.org/events/findings-from-the-2018-schooling-in-america-survey/

Top URLs in Tweet in G9:
[1] https://twitter.com/ExcelinEd/status/1070677520280899584
[1] https://twitter.com/gary_houchens/status/1070679795124576256
[1] https://www.ksde.org/Agency/Fiscal-and-Administrative-Services/Communications-and-Recognition-Programs/Vision-Kansans-Can

Top URLs in Tweet in G10:
[1] https://twitter.com/AdamPeshek/status/1070679115043405826
[1] https://www.crpe.org/publications/educational-equality-future-risks-and-opportunity
[1] https://xqsuperschool.org/competency-based-education-cbe

Top Domains
Top Domains in Tweet in Entire Graph:
[66] twitter.com
[36] excelined.org
[15] youtube.com
[14] excelinedsummit.org
[13] the74million.org
[9] choicemedia.tv
[5] youtu.be
[4] aei.org
[4] eventbrite.com
[4] globenewswire.com

Top Domains in Tweet in G1:
[27] excelined.org
[23] twitter.com
[13] the74million.org
[12] youtube.com
[10] excelinedsummit.org
[8] choicemedia.tv
[3] eventbrite.com
[2] heritage.org
[2] kqed.org
[2] indystar.com

Top Domains in Tweet in G2:
[18] twitter.com
[5] youtu.be
[3] excelined.org
[3] globenewswire.com
[2] nea.org
[1] excelinedsummit.org
[1] choicemedia.tv
[1] gadflyonthewallblog.com
[1] washingtonpost.com
[1] nytimes.com

Top Domains in Tweet in G3:
[14] twitter.com
[3] excelinedsummit.org
[3] excelined.org
[2] youtube.com
[1] instagram.com
[1] pie-network.org

Top Domains in Tweet in G4:
[1] psychologytoday.com
[1] nytimes.com
[1] youtube.com
[1] nj.com
[1] educationdive.com

Top Domains in Tweet in G5:
[1] eventbrite.com
[1] excelined.org
[1] washingtonpost.com

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

Top Domains in Tweet in G7:
[5] twitter.com
[2] excelined.org
[1] co.uk
[1] robinspost.com
[1] globenewswire.com
[1] aei.org

Top Domains in Tweet in G8:
[1] aei.org

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

Top Domains in Tweet in G10:
[1] twitter.com
[1] crpe.org
[1] xqsuperschool.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[407] eie18
[79] edreform
[34] roc
[27] schoolchoice
[26] education
[19] edopportunity
[16] edinnovation
[15] dc
[15] leadership
[13] charterschools



Top Hashtags in Tweet in G1:
[194] eie18
[22] schoolchoice
[19] edopportunity
[15] edinnovation
[10] edreform
[10] dc
[10] charterschools
[9] cte
[7] education
[7] edchoice

Top Hashtags in Tweet in G2:
[42] edreform
[26] eie18
[5] education
[4] ared
[3] jeb
[3] bush
[3] leadership
[3] excelined
[3] healamerica
[3] usa

Top Hashtags in Tweet in G3:
[142] eie18
[22] edreform
[12] edleadership
[10] leadership
[7] education
[3] excelined
[2] edchoice
[2] edfreedom
[2] dc
[2] schoolchoice

Top Hashtags in Tweet in G4:
[8] brooklyn
[6] eie18
[6] csforallnyc
[6] stem
[5] csforall
[5] fridaymotivation
[5] womeninstem
[5] girlsinstem
[4] flashbackfriday
[3] fridayfeeling

Top Hashtags in Tweet in G5:
[4] schoolchoiceistheblackchoice
[1] indy
[1] education
[1] educationchoice
[1] courseaccess
[1] askexcelined

Top Hashtags in Tweet in G6:
[33] roc
[6] eie18
[6] success
[6] stem
[5] education
[5] community
[3] reading
[3] familyevent
[2] mondaymotivation
[2] family

Top Hashtags in Tweet in G7:
[4] eie18
[2] dc
[1] pressrelease
[1] news
[1] newscommentary
[1] schoolinginamerica
[1] pln
[1] alwayslearning
[1] equity
[1] reading

Top Hashtags in Tweet in G8:
[2] eie18
[1] schoolinginamerica
[1] edreform
[1] educationchoice
[1] edelect18

Top Hashtags in Tweet in G9:
[16] eie18
[1] edreform
[1] schoolchoice
[1] kansanscan

Top Hashtags in Tweet in G10:
[1] k12ed
[1] eie18
[1] edequity
[1] crpe25
[1] thinkingforward
[1] competencyed
[1] rethinkhighschool

Top Words
Top Words in Tweet in Entire Graph:
[753] Words in Sentiment List#1: Positive
[200] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[18862] Non-categorized Words
[19815] Total Words
[494] excelined
[407] eie18
[242] bensasse
[219] education
[193] jebbush

Top Words in Tweet in G1:
[194] eie18
[117] excelined
[105] education
[56] bensasse
[45] sensasse
[38] s
[38] summit
[36] schools
[34] school
[34] week

Top Words in Tweet in G2:
[130] jebbush
[119] excelined
[111] bensasse
[42] edreform
[41] m
[36] excited
[35] national
[35] summit
[34] one
[34] 2018

Top Words in Tweet in G3:
[152] excelined
[142] eie18
[61] bensasse
[57] sensasse
[51] education
[35] students
[33] jebbush
[28] keynote
[28] schooling
[23] excited

Top Words in Tweet in G4:
[19] rashidfdavis
[16] excelined
[9] csforall
[9] pathwaysintech
[9] brooklyn
[7] ptechnetwork
[6] eie18
[6] csforallnyc
[6] stem
[6] edreform

Top Words in Tweet in G5:
[9] last
[9] night
[9] absolutely
[9] incredible
[9] completely
[9] awe
[9] inspired
[9] energy
[9] room
[9] thanks

Top Words in Tweet in G6:
[33] roc
[30] charteralliance
[29] excelined
[26] racschool
[24] students
[18] school
[18] necharters
[14] reading
[9] thank
[9] success

Top Words in Tweet in G7:
[8] excelined
[4] jeb
[4] bush
[4] eva
[4] eie18
[3] governor
[3] honor
[3] moskowitz
[3] 2018
[3] national

Top Words in Tweet in G8:
[3] excelined
[2] 2018
[2] pauldiperna
[2] eie18
[2] up

Top Words in Tweet in G9:
[16] eie18
[12] excelined
[11] education
[8] schooling
[8] schools
[7] learn_sci
[6] bensasse
[5] sensasse
[4] students
[4] attending

Top Words in Tweet in G10:
[3] crpe_uw
[2] excelined
[2] institutions
[2] implications
[2] more
[2] customized
[2] agile
[2] system
[2] disadvantaged
[2] students

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[85] bensasse,excelined
[84] national,summit
[79] jebbush,bensasse
[59] excelined,eie18
[58] 2018,national
[42] education,reform
[41] bensasse,kick
[39] m,excited
[39] summit,edreform
[36] excited,announce

Top Word Pairs in Tweet in G1:
[29] national,summit
[25] education,reform
[24] summit,education
[18] excelined,eie18
[15] next,week
[14] sensasse,eie18
[14] assembly,lines
[13] 2018,national
[13] schools,assembly
[13] children,widgets

Top Word Pairs in Tweet in G2:
[79] jebbush,bensasse
[78] bensasse,excelined
[35] national,summit
[34] 2018,national
[34] femijr,jebbush
[29] m,excited
[29] excited,announce
[29] announce,bensasse
[29] bensasse,kick
[29] kick,2018

Top Word Pairs in Tweet in G3:
[32] excelined,eie18
[15] big,bold
[15] bold,impatient
[13] excelined,sensasse
[13] eie18,keynote
[13] national,summit
[13] george,washington
[10] don,t
[9] excelined,today
[9] eie18,excelined

Top Word Pairs in Tweet in G4:
[5] csforallnyc,csforall
[5] brooklyn,pathwaysintech
[5] pathwaysintech,womeninstem
[5] womeninstem,girlsinstem
[5] girlsinstem,show
[5] show,stem
[5] stem,pipeline
[5] pipeline,possible
[5] possible,excelined
[5] excelined,joeliklein

Top Word Pairs in Tweet in G5:
[9] last,night
[9] night,absolutely
[9] absolutely,incredible
[9] incredible,completely
[9] completely,awe
[9] awe,inspired
[9] inspired,energy
[9] energy,room
[9] room,thanks
[9] thanks,again

Top Word Pairs in Tweet in G6:
[12] charteralliance,excelined
[10] excelined,charteralliance
[10] excelined,necharters
[7] 2018,2019
[7] national,honor
[7] honor,society
[6] thank,much
[6] rochester,academy
[6] charteralliance,necharters
[6] roc,success

Top Word Pairs in Tweet in G7:
[4] jeb,bush
[3] governor,jeb
[3] bush,excelined
[3] excelined,honor
[3] honor,eva
[3] eva,moskowitz
[3] 2018,national
[3] national,summit
[2] moskowitz,2018
[2] summit,education

Top Word Pairs in Tweet in G9:
[4] bensasse,eie18
[4] attending,excelined
[3] excelined,eie18
[3] eie18,learn_sci
[3] senator,ben
[3] ben,sasse
[2] structures,schooling
[2] education,challenge
[2] education,schooling
[2] schooling,aren

Top Word Pairs in Tweet in G10:
[2] implications,more
[2] more,customized
[2] customized,agile
[2] agile,system
[2] system,disadvantaged
[2] disadvantaged,students
[2] students,new
[2] new,aejochim
[2] aejochim,crpe_uw
[2] crpe_uw,essay

Top Replied-To
Top Replied-To in Entire Graph:
@femijr
@tdcave
@jebbush
@excelined
@sensasse
@f3_arlington_va
@bensasse
@shannonkhayes
@jon_hartley_
@byronernest

Top Replied-To in G1:
@excelined
@shannonkhayes
@tcsanews
@matthewladner
@jerryhobbsmerc
@ccsso
@brandibrown
@collins_neal
@sarasclements
@lmcgslover

Top Replied-To in G2:
@femijr
@tdcave
@jebbush

Top Replied-To in G3:
@excelined
@sensasse
@bensasse
@byronernest
@gerard_924
@jebbush
@levesquepat
@plloyd
@adampeshek
@sarasclements

Top Replied-To in G6:
@excelined
@racschool

Top Replied-To in G9:
@jon_hartley_
@libbalyons
@gary_houchens
@learn_sci

Top Mentioned
Top Mentioned in Entire Graph:
@excelined
@bensasse
@jebbush
@sensasse
@charteralliance
@racschool
@moskowitzeva
@rashidfdavis
@the74
@byronernest

Top Mentioned in G1:
@excelined
@bensasse
@sensasse
@jebbush
@jerryhobbsmerc
@moskowitzeva
@the74
@schleicheroecd
@rolandsmartin
@howardlfuller

Top Mentioned in G2:
@excelined
@bensasse
@jebbush
@moskowitzeva
@sensasse
@succes
@eagleacademypcs
@madinatoure
@floridaatlantic
@mpfneuro

Top Mentioned in G3:
@excelined
@bensasse
@sensasse
@jebbush
@byronernest
@mountvernon
@eagleacademypcs
@ajsellsky
@georgehwbush
@ksoltisanderson

Top Mentioned in G4:
@rashidfdavis
@excelined
@pathwaysintech
@ptechnetwork
@nycfuture
@nycschools
@nycedc
@joeliklein
@drrudycrew
@nysednews

Top Mentioned in G5:
@ethio_dynasty
@excelined
@rolandsmartin
@the74
@milenatehoff
@indyuncf
@edfitindiana
@themindtrust
@waltonfamilyfdn
@1reformalliance

Top Mentioned in G6:
@charteralliance
@excelined
@racschool
@necharters
@news_8
@bensasse
@ninacharters
@exce
@edwonkmom
@joe5tx

Top Mentioned in G8:
@excelined
@pauldiperna
@natmalkus
@vesiawils
@tony_bennett
@gparkerdc
@edchoice
@jebbush
@bensasse
@1reformalliance

Top Mentioned in G9:
@excelined
@bensasse
@learn_sci
@sensasse
@libbalyons
@jebbush
@thesmsd
@ksdehq
@gary_houchens
@bowmanzen

Top Mentioned in G10:
@crpe_uw
@excelined
@aejochim
@getting_smart
@deb_britt
@edtrust
@learningforward
@xqamerica

Top Tweeters
Top Tweeters in Entire Graph:
@robinsnewswire
@federicoalves
@myalliesnews
@newsfromspi
@lenniejarratt
@rolandsmartin
@nytimes
@indystar
@forbes
@lynn_rose1

Top Tweeters in G1:
@indystar
@sequencers
@heritage
@wsjopinion
@choicemediatv
@theresajhall
@grbj
@excelined
@redefinedonline
@jasonbedrick

Top Tweeters in G2:
@federicoalves
@lynn_rose1
@joepcunningham
@maniseku
@mountaindream90
@4ever2runval96
@paulinermilner
@walter_dragone
@deborahpeasley
@jgclowser

Top Tweeters in G3:
@greyjoyy
@scottpaterno
@davidradiowntp
@markedeschaine
@andrewsiff
@jtpauls
@aei
@mimamound
@advertisingdiva
@jimmygill

Top Tweeters in G4:
@nytimes
@tweetbenmax
@errollouis
@alexanderrusso
@nhannahjones
@michaelpetrilli
@nycgov
@youtube
@chalkbeatny
@anya1anya

Top Tweeters in G5:
@rolandsmartin
@drjlmooreiii
@citizenstewart
@john_bailey
@the74
@laurielee0966
@ronaldcrice
@ericlerum
@themindtrust
@romydrucker

Top Tweeters in G6:
@news10nbc
@news_8
@roccityretweet
@charteralliance
@ninacharters
@necharters
@gerard_924
@sandyfrankel
@racschool
@joe5tx

Top Tweeters in G7:
@robinsnewswire
@myalliesnews
@newsfromspi
@lenniejarratt
@genebryant2
@retrac_ted
@learning_ally
@prforjeb
@alex_fraz
@jackiecissell

Top Tweeters in G8:
@educationweek
@vesiawils
@aeieducation
@edweekevents
@edchoice
@gparkerdc
@victoriabell
@gwgsehd
@natmalkus
@pauldiperna

Top Tweeters in G9:
@ksucats96
@thesmsd
@learn_sci
@vickibtlcn
@gary_houchens
@ksdehq
@avandiver3
@libbalyons
@bowmanzen

Top Tweeters in G10:
@getting_smart
@edtrust
@crpe_uw
@learningforward
@xqamerica
@rbnlake
@achieveinc
@deb_britt
@aejochim