NodeXL Graph Gallery: Interactive Graph


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

ALALibrary_2019-01-11_00-46-27.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:
NodeXLExcelAutomator
Uploaded on:
January 11, 2019
Description:
Description
The graph represents a network of 3,981 Twitter users whose tweets in the requested range contained "ALALibrary", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 11 January 2019 at 08:49 UTC.

The requested start date was Friday, 11 January 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 31-day, 3-hour, 34-minute period from Monday, 10 December 2018 at 21:25 UTC to Friday, 11 January 2019 at 00:59 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 : 3981
Unique Edges : 6187
Edges With Duplicates : 3058
Total Edges : 9245
Number of Edge Types : 3
Tweet : 816
Mentions : 7905
Replies to : 524
Self-Loops : 816
Reciprocated Vertex Pair Ratio : 0.0290213028712566
Reciprocated Edge Ratio : 0.0564056405640564
Connected Components : 327
Single-Vertex Connected Components : 243
Maximum Vertices in a Connected Component : 3451
Maximum Edges in a Connected Component : 8726
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.870528
Graph Density : 0.00042071699870869
Modularity : 0.530072
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[87] https://twitter.com/ALALibrary/status/1078329662156230657
[55] https://twitter.com/alalibrary/status/1078329662156230657
[35] https://twitter.com/alalibrary/status/1081299680535998464
[35] https://twitter.com/ALALibrary/status/1072199525715075073
[24] https://twitter.com/alalibrary/status/1075559459819282433
[23] https://twitter.com/ALALibrary/status/1075559459819282433
[23] https://twitter.com/ALALibrary/status/1080885511542226945
[22] https://twitter.com/ALALibrary/status/1073258773383405568
[20] https://twitter.com/ALALibrary/status/1083041459023028225
[20] https://twitter.com/ALALibrary/status/1081299680535998464

Top URLs in Tweet in G1:
[7] https://twitter.com/freelibrary/status/1073604827681316869
[5] https://twitter.com/ALALibrary/status/1079901021021835266
[4] https://www.districtdispatch.org/2018/03/crs-reports-will-be-public/
[4] https://twitter.com/ALALibrary/status/1081275829873721344
[4] https://twitter.com/ALALibrary/status/1081299680535998464
[4] https://www.districtdispatch.org/2018/08/ala-amicus-brief-net-neutrality-protections/
[4] https://www.actualitte.com/article/monde-edition/etats-unis-le-tueur-s-en-prenait-aux-bibliothecaires/92480
[3] https://twitter.com/ALALibrary/status/1078329662156230657
[3] https://www.brooklinelibrary.org/events/event/queer-social-group/
[3] https://twitter.com/ALALibrary/status/1072199525715075073

Top URLs in Tweet in G2:
[10] https://twitter.com/ALALibrary/status/1075559459819282433
[10] https://www.safefacepledge.org
[7] https://twitter.com/alalibrary/status/1075559459819282433
[7] https://twitter.com/ALALibrary/status/1073258773383405568
[6] https://twitter.com/OpenGavin/status/1076224833707491330
[6] https://twitter.com/ALALibrary/status/1072199525715075073
[5] https://twitter.com/alalibrary/status/1075050607931768833
[4] https://americanlibrariesmagazine.org/blogs/the-scoop/patron-wants-3d-print-gun-library-policy/
[3] https://twitter.com/alalibrary/status/1080209704402513925
[3] https://twitter.com/alalibrary/status/1073258773383405568

Top URLs in Tweet in G3:
[5] https://www.youtube.com/playlist?list=PLviBkls1C5CIQ_CvPp5tcuzNVs44d9iRA

[5] https://us.macmillan.com/books/9781250144119
[5] https://www.cbcbooks.org/readers/reading-lists/building-a-home-library/
[3] https://twitter.com/ALALibrary/status/1072567195559960578
[3] https://twitter.com/ALALibrary/status/1072199525715075073
[2] https://twitter.com/alalibrary/status/1081299680535998464
[2] https://www.indiewire.com/2018/12/hulu-asmr-video-christmas-gathering-library-cheer-1202028143/amp/
[2] https://twitter.com/alalibrary/status/1081275829873721344
[2] https://twitter.com/QueensLibrary/status/1082426725768855552
[2] https://twitter.com/alalibrary/status/1072199525715075073

Top URLs in Tweet in G4:
[35] https://twitter.com/ALALibrary/status/1078329662156230657
[18] https://twitter.com/alalibrary/status/1078329662156230657
[13] https://twitter.com/alalibrary/status/1081299680535998464
[11] https://twitter.com/alalibrary/status/1075559459819282433
[10] https://twitter.com/ALALibrary/status/1075559459819282433
[10] https://twitter.com/ALALibrary/status/1081299680535998464
[8] https://twitter.com/ALALibrary/status/1082759607955656704
[7] https://twitter.com/ALALibrary/status/1073258773383405568
[7] https://twitter.com/ALALibrary/status/1078001505377181697
[4] https://twitter.com/ALALibrary/status/1072199525715075073

Top URLs in Tweet in G5:
[6] http://safelibraries.blogspot.com/2018/11/antisemitism-at-ALA.html
[3] https://www.oif.ala.org/oif/?p=16026
[3] http://safelibraries.blogspot.com/2019/01/public-libraries-must-unblock.html
[2] https://www.districtdispatch.org/2018/08/ala-amicus-brief-net-neutrality-protections/
[2] https://www.districtdispatch.org/2018/04/house-committee-approves-fdlp-modernization-act/
[2] https://blogs.loc.gov/copyright/2018/10/the-orrin-g-hatch-bob-goodlatte-music-modernization-act/
[2] https://safelibraries.blogspot.com/2018/11/antisemitism-at-ALA.html
[2] http://safelibraries.blogspot.com/2018/12/foia-request-of-houston-public-library.html
[2] http://www.ala.org/news/press-releases/2018/12/raise-money-library-professionals-streaming-hulu-s-seasonal-scenics?utm_source=alanews&utm_medium=email&utm_campaign=1218&utm_content=pressrelease
[1] https://twitter.com/i/web/status/1074835890210529280

Top URLs in Tweet in G6:
[4] https://www.usnews.com/news/healthiest-communities/articles/2018-12-25/library-laundromat-program-puts-spin-on-child-literacy
[4] https://twitter.com/ALALibrary/status/1078312300573003776
[3] https://tealeavesamemoir.wordpress.com/2016/03/09/tyi
[2] https://circulatingideas.com/2019/01/08/148-loida-garcia-febo/
[1] https://blogs.loc.gov/folklife/2018/12/someday-at-christmas-therell-be-no-wars-winter-holidays-in-the-military/?loclr=twloc
[1] https://www.amazon.com/dp/0986181250
[1] https://trib.al/0LsAM7p
[1] https://twitter.com/burstofbeaden/status/1083137440120885248
[1] https://twitter.com/i/web/status/1079410072621629440
[1] https://americanlibrariesmagazine.org/blogs/the-scoop/patron-wants-3d-print-gun-library-policy/

Top URLs in Tweet in G7:
[2] http://www.thecrier.net/news/article_e19208d0-fcee-11e8-a327-5feaccdd846b.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[1] https://twitter.com/i/web/status/1074511956646727680
[1] https://twitter.com/i/web/status/1076595244681101312
[1] https://twitter.com/i/web/status/1073348866865532938
[1] https://twitter.com/i/web/status/1079461437234397194
[1] https://twitter.com/i/web/status/1072967887462301710
[1] https://twitter.com/i/web/status/1073335365409390592
[1] https://twitter.com/i/web/status/1073335816410288128
[1] https://twitter.com/i/web/status/1073702834779099136
[1] https://twitter.com/i/web/status/1079460329573285890

Top URLs in Tweet in G8:
[7] https://twitter.com/ALALibrary/status/1078329662156230657
[2] https://www.recreatecoalition.org/library-advocates-put-copyright-lobbyists-on-the-defensive/
[1] https://twitter.com/i/web/status/1079088592281108480
[1] https://www.wsj.com/articles/who-read-what-in-2018-history-and-journalism-1544453958
[1] https://twitter.com/ALALibrary/status/1076252981228699649
[1] https://twitter.com/i/web/status/1076222800422158336
[1] https://twitter.com/alalibrary/status/1075559459819282433
[1] https://twitter.com/i/web/status/1076599201189060610
[1] https://www.datacoalition.org/wp-content/uploads/2017/04/2017-OPEN-gov-data-act-support-letter-full.pdf
[1] https://twitter.com/i/web/status/1076592518261886978

Top URLs in Tweet in G9:
[6] https://www.ctg.albany.edu/projects/imls2017/
[1] http://www.datacoalition.org/press-releases/open-government-data-act-heads-to-the-presidents-desk
[1] https://twitter.com/i/web/status/1075757503965749248
[1] https://twitter.com/i/web/status/1080843881829335040
[1] https://go.usa.gov/xPhk3
[1] http://www.ala.org/yalsa/train-trainer-project
[1] https://twitter.com/i/web/status/1075083603216949249
[1] https://twitter.com/i/web/status/1081291301923028993
[1] https://www.facebook.com/CTGUAlbany/videos/253805748630074
[1] https://www.facebook.com/CTGUAlbany/videos/1190271321126549/

Top URLs in Tweet in G10:
[1] https://twitter.com/ALALibrary/status/1072199525715075073
[1] https://twitter.com/i/web/status/1073899016528621568
[1] https://twitter.com/i/web/status/1073393327284895744
[1] https://twitter.com/i/web/status/1073399253949657088
[1] https://twitter.com/i/web/status/1079521674708553728
[1] https://twitter.com/i/web/status/1079514836109799424
[1] https://twitter.com/i/web/status/1079774844386828293
[1] https://twitter.com/i/web/status/1079591357482598401
[1] https://twitter.com/i/web/status/1079553723494551553
[1] https://twitter.com/i/web/status/1079521059773317121

Top Domains
Top Domains in Tweet in Entire Graph:
[1336] twitter.com
[65] ala.org
[48] americanlibrariesmagazine.org
[19] blogspot.com
[16] cqrcengage.com
[15] districtdispatch.org
[14] youtube.com
[14] ilovelibraries.org
[13] salon.com
[10] safefacepledge.org

Top Domains in Tweet in G1:
[224] twitter.com
[28] ala.org
[26] americanlibrariesmagazine.org
[9] districtdispatch.org
[8] ilovelibraries.org
[5] cqrcengage.com
[5] youtube.com
[5] actualitte.com
[3] usnews.com
[3] programminglibrarian.org

Top Domains in Tweet in G2:
[157] twitter.com
[10] americanlibrariesmagazine.org
[10] safefacepledge.org
[3] ala.org
[2] blogspot.com
[2] kidlitfrenzy.com
[2] cqrcengage.com
[2] google.com
[2] librariesreadytocode.org
[1] leftbankbooks.com

Top Domains in Tweet in G3:
[228] twitter.com
[18] ala.org
[11] americanlibrariesmagazine.org
[5] youtube.com
[5] macmillan.com
[5] cbcbooks.org
[3] indiewire.com
[3] ilovelibraries.org
[3] alaannual.org
[2] programminglibrarian.org

Top Domains in Tweet in G4:
[246] twitter.com
[2] cqrcengage.com
[2] openculture.com
[1] ilovelibraries.org
[1] latest-today-news.com
[1] yahoo.com
[1] virginia.gov
[1] youtube.com
[1] wikipedia.org

Top Domains in Tweet in G5:
[53] twitter.com
[16] blogspot.com
[9] ala.org
[5] districtdispatch.org
[2] loc.gov
[1] youtube.com
[1] facebook.com
[1] bklynlibrary.org

Top Domains in Tweet in G6:
[25] twitter.com
[4] usnews.com
[3] wordpress.com
[2] circulatingideas.com
[1] loc.gov
[1] amazon.com
[1] trib.al
[1] americanlibrariesmagazine.org
[1] cobdc.net
[1] poets.org

Top Domains in Tweet in G7:
[16] twitter.com
[2] thecrier.net
[1] theweektoday.com
[1] youtube.com

Top Domains in Tweet in G8:
[21] twitter.com
[2] recreatecoalition.org
[1] wsj.com
[1] datacoalition.org

Top Domains in Tweet in G9:
[9] twitter.com
[6] albany.edu
[3] facebook.com
[1] datacoalition.org
[1] usa.gov
[1] ala.org
[1] ilovelibraries.org

Top Domains in Tweet in G10:
[10] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[245] librariestransform
[153] davidbowie
[140] wednesdaywisdom
[137] dayafterchristmas
[78] readytocode
[76] opengovdata
[73] libraries
[66] alamw19
[52] csfirst
[33] womenshistorymonth



Top Hashtags in Tweet in G1:
[159] librariestransform
[133] davidbowie
[117] wednesdaywisdom
[115] dayafterchristmas
[23] happynewyear2019
[21] tbt
[21] corettascottking
[18] alamw19
[13] ala_carnegie
[11] libraries

Top Hashtags in Tweet in G2:
[18] librariestransform
[8] opengovdata
[8] davidbowie
[7] alamw19
[7] teamala
[6] wednesdaywisdom
[6] dayafterchristmas
[5] ala_carnegie
[5] dyk
[5] rural

Top Hashtags in Tweet in G3:
[32] womenshistorymonth
[26] librariestransform
[22] libraries
[18] asmr
[13] alamw19
[8] wednesdaywisdom
[8] library
[7] dayafterchristmas
[7] alayma
[7] throwbackthursday

Top Hashtags in Tweet in G4:
[6] books
[4] libraries
[3] ilovemylibrarian
[3] literacy
[3] reading
[3] librariestransform
[2] ebooks
[2] earlyliteracy
[2] ala_carnegie
[2] library

Top Hashtags in Tweet in G5:
[10] alamw19
[5] libraries
[5] alaac19
[4] librariestransform
[4] foia
[4] opengov
[4] poly
[4] feminist
[3] alaifchat
[3] censorship

Top Hashtags in Tweet in G6:
[5] librariestransform
[4] biblioteques
[3] uu
[2] ilovemylibrarian
[1] librarians
[1] newyearseve
[1] newyearsday
[1] davidbowie
[1] quote
[1] caughtreading

Top Hashtags in Tweet in G7:
[62] readytocode
[46] csfirst
[21] csedweek
[8] hourofcode
[5] hourofcode2018
[4] mncodes
[3] libraries
[3] coding
[3] hhhcsd
[3] code

Top Hashtags in Tweet in G8:
[11] opengovdata
[10] opengov
[4] librariestransform
[1] libraries
[1] opendata

Top Hashtags in Tweet in G9:
[56] opengovdata
[4] imlsgrant
[1] opendata
[1] grants
[1] hourofcode
[1] csedweek
[1] librariestransform
[1] ilovemylibrarian
[1] libraries
[1] getoutside

Top Hashtags in Tweet in G10:
[6] libraries
[6] librarians
[6] medialiteracy
[5] schoollibraries
[2] futurereadylibs
[1] tlchat
[1] makered
[1] makerspace
[1] geniushour
[1] stemed

Top Words
Top Words in Tweet in Entire Graph:
[4526] Words in Sentiment List#1: Positive
[667] Words in Sentiment List#2: Negative
[12] Words in Sentiment List#3: Angry/Violent
[96650] Non-categorized Words
[101843] Total Words
[3248] alalibrary
[1344] library
[857] s
[764] libraries
[646] act

Top Words in Tweet in G1:
[1488] alalibrary
[583] library
[401] s
[326] act
[322] services
[309] museum
[268] 2019
[259] congress
[250] passed
[234] libraries

Top Words in Tweet in G2:
[453] alalibrary
[321] library
[217] s
[165] libraries
[146] act
[117] congress
[100] speakerryan
[88] services
[86] museum
[83] now

Top Words in Tweet in G3:
[552] alalibrary
[172] library
[145] hulu
[143] libraries
[102] holiday
[93] through
[85] dec
[82] s
[79] up
[76] 31

Top Words in Tweet in G4:
[30] libraries
[25] library
[23] books
[15] s
[15] great
[12] love
[12] more
[12] 2019
[12] good
[12] news

Top Words in Tweet in G5:
[141] alalibrary
[47] oif
[42] library
[27] safelibraries
[26] libraries
[25] public
[24] librarians
[23] kpekoll
[21] acluoflouisiana
[20] hrc

Top Words in Tweet in G6:
[58] alalibrary
[12] librarycongress
[12] act
[10] library
[10] nypl
[10] time
[10] now
[10] ilovelibraries
[9] even
[9] s

Top Words in Tweet in G7:
[85] alalibrary
[65] googleforedu
[62] readytocode
[46] csfirst
[27] code
[25] coding
[25] csedweek
[24] library
[14] hour
[12] grant

Top Words in Tweet in G8:
[76] alalibrary
[55] eff
[45] rsi
[44] usdatagov
[44] bsanews
[44] datainnovation
[44] sparc_na
[37] digiphile
[35] demandprogress
[35] cendemtech

Top Words in Tweet in G9:
[61] act
[57] passed
[56] opengovdata
[54] datacoalition
[54] congress
[53] thrilled
[52] 3
[52] 1
[52] 2
[52] years

Top Words in Tweet in G10:
[31] alalibrary
[27] librarians
[15] sljournal
[13] now
[11] contact
[11] senators
[10] shout
[10] out
[10] please
[10] take

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[485] library,services
[481] museum,library
[470] services,act
[333] s,3530
[224] congress,passed
[220] 3530,museum
[216] thrilled,see
[216] s,1010
[215] act,mlsa
[214] passed,s

Top Word Pairs in Tweet in G1:
[312] library,services
[309] museum,library
[308] services,act
[207] s,3530
[159] thrilled,see
[157] act,mlsa
[156] congress,passed
[156] passed,s
[156] 3530,museum
[156] mlsa,proud

Top Word Pairs in Tweet in G2:
[86] museum,library
[86] library,services
[85] services,act
[82] s,3530
[81] s,1010
[72] library,advocates
[66] public,libraries
[56] libraries,especially
[56] especially,rural
[56] rural,areas

Top Word Pairs in Tweet in G3:
[83] through,dec
[73] dec,31
[39] library,workers
[38] libraries,librarians
[38] librarians,library
[37] holiday,scenics
[37] hulu,teamed
[37] teamed,up
[37] up,w
[37] w,alalibrary

Top Word Pairs in Tweet in G4:
[7] public,domain
[6] support,libraries
[5] great,news
[5] â,ï
[4] libraries,museums
[4] spark,joy
[3] congratulations,10
[3] 10,winners
[3] winners,2018
[3] 2018,ilovemylibrarian

Top Word Pairs in Tweet in G5:
[31] alalibrary,oif
[20] hrc,acluoflouisiana
[20] acluoflouisiana,pacelouisiana
[20] pacelouisiana,ffelouisiana
[20] ffelouisiana,lambdalegal
[20] lambdalegal,alalibrary
[18] oif,kpekoll
[16] charmingmatty,hrc
[12] public,libraries
[12] kpekoll,thevermilion

Top Word Pairs in Tweet in G6:
[8] think,speaks
[8] speaks,saying
[8] saying,ancestors
[8] ancestors,something
[8] something,even
[7] act,now
[7] now,join
[7] join,alalibrary
[6] over,time
[6] time,running

Top Word Pairs in Tweet in G7:
[35] readytocode,csfirst
[29] googleforedu,alalibrary
[26] alalibrary,googleforedu
[21] csfirst,googleforedu
[13] hour,code
[7] thank,alalibrary
[7] csfirst,csedweek
[6] sselementary,alalibrary
[6] googleforedu,readytocode
[6] nisd,nisd_grants

Top Word Pairs in Tweet in G8:
[44] bsanews,datainnovation
[44] datainnovation,sparc_na
[44] sparc_na,alalibrary
[37] digiphile,usdatagov
[35] alalibrary,demandprogress
[35] demandprogress,cendemtech
[35] cendemtech,eff
[35] eff,opengovfdn
[34] usdatagov,bsanews
[34] opengovfdn,rsi

Top Word Pairs in Tweet in G9:
[56] opengovdata,act
[52] thrilled,3
[52] 3,1
[52] 1,2
[52] 2,years
[52] years,opengovdata
[52] act,passed
[52] passed,both
[52] both,chambers
[52] chambers,congress

Top Word Pairs in Tweet in G10:
[12] alalibrary,sljournal
[11] contact,senators
[10] shout,out
[10] out,librarians
[10] librarians,please
[10] please,take
[10] take,action
[10] action,now
[10] now,contact
[10] senators,asap

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@hulu
@chestateemedia
@safelibraries
@hulu_support
@westcoastmdnitr
@usdatagov
@jennifersall
@lisayee1
@sundarpichai

Top Replied-To in G1:
@alalibrary
@hulu_support
@technolibrary
@smrreadsbooks
@mrweimann
@danikasidoti
@bikegoddess
@asitsmel
@fearlesslyreads
@dogebrarian

Top Replied-To in G2:
@alalibrary
@speakerryan
@loidagarciafebo
@stpplmc
@sustainrt
@worldlibraries
@magpielibrarian
@laurablong
@brittmgonz
@wawoodworth

Top Replied-To in G3:
@hulu
@chestateemedia
@lisayee1
@alalibrary
@joshfunkbooks
@jenhansenrolli
@frankmurphy2009
@90secondnewbery
@marris116
@wired4story

Top Replied-To in G5:
@safelibraries
@charmingmatty
@oif
@stephenhandwerk
@alalibrary
@jackposobiec
@sharylattkisson
@hrc
@kpekoll
@hulu

Top Replied-To in G6:
@alalibrary
@umetbiblioteca
@fakelibstats
@alicewonder32
@amazonkindle
@latimesbooks
@ilovelibraries

Top Replied-To in G7:
@sselementary
@mrskalthoff
@sunnylibrary621
@scratchedteam
@alalibrary
@homerlibraryak
@nisdbrennanlib
@alischilpp
@prometsource

Top Replied-To in G8:
@usdatagov
@digiphile
@gigibsohn
@rsi

Top Replied-To in G10:
@sam__weller
@sachemhsnorth
@thebooktaurus
@ellarebee
@bibliographix1
@timorous_me

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@ala_graphics
@hulu
@speakerryan
@loidagarciafebo
@alansinouye
@googleforedu
@datacoalition
@hurdonthehill
@yalsa

Top Mentioned in G1:
@alalibrary
@ala_graphics
@flexlibris
@chipublib
@amlibraries
@hulu
@constancewu
@tommackey
@pbktrudi
@crazyrichmovie

Top Mentioned in G2:
@alalibrary
@speakerryan
@alansinouye
@loidagarciafebo
@hurdonthehill
@gopleader
@repraulgrijalva
@ala_wo
@senjackreed
@amlibraries

Top Mentioned in G3:
@alalibrary
@hulu
@joshfunkbooks
@yalsa
@chestateemedia
@ala_booklist
@wearealsc
@ncte
@xryangutierrezx
@s_green_bean

Top Mentioned in G4:
@ccplib
@crandalllibrary
@bcplohio

Top Mentioned in G5:
@alalibrary
@oif
@acluoflouisiana
@kpekoll
@pacelouisiana
@ffelouisiana
@lambdalegal
@hrc
@safelibraries
@charmingmatty

Top Mentioned in G6:
@alalibrary
@librarycongress
@nypl
@ilovelibraries
@nytimesbooks
@amusejanetmason
@fakelibstats
@circideas
@boydsmillspress
@hulu

Top Mentioned in G7:
@alalibrary
@googleforedu
@sselementary
@scratch
@nisdbrennan
@nisd
@nisd_grants
@alal
@sjmathiason
@nisdbrennanlib

Top Mentioned in G8:
@alalibrary
@eff
@rsi
@bsanews
@datainnovation
@sparc_na
@usdatagov
@digiphile
@demandprogress
@cendemtech

Top Mentioned in G9:
@datacoalition
@ctgualbany
@alalibrary
@us_imls
@nickpoole1
@toniasutherland
@bsanews
@datainnovation
@sparc_na
@sunfoundation

Top Mentioned in G10:
@alalibrary
@sljournal
@madelynhaussner
@n
@commonsenseed
@mindshiftkqed
@sam__weller
@educre8ive
@kqededspace
@shslibrary101

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@kat4obama
@mementh
@asher_wolf
@lotsoflovefromm
@businessinsider
@huffpost
@book___whore
@itswanda
@guardian

Top Tweeters in G1:
@kat4obama
@hulu_support
@radlein
@mixmalikmarvel
@kmontenegro
@mariamuser
@iskwmk22
@jaykelly26
@teresasmisc
@jessicagoldstei

Top Tweeters in G2:
@itswanda
@adunlea
@lizditz
@time
@tigerbeat
@kristafrances
@lonestarmomcom
@deray
@buzzfeed
@abelundercity

Top Tweeters in G3:
@book___whore
@de_plazza
@djolder
@nayasala
@tiramisumarble
@datadivajf
@peri_gisele
@tweetofsportguy
@whtabtpineapple
@scarlettupton

Top Tweeters in G4:
@lotsoflovefromm
@nancysuzyq
@gatorgoat
@writersrepublic
@juststephok
@paleophile
@ottaross
@goth_librarian
@marcdrummond
@heatherfro

Top Tweeters in G5:
@businessinsider
@huffpost
@janiecestaton
@safelibraries
@jewhaditm
@mymimisthebest
@newsweek
@npr
@rannwest12
@misslexi9162

Top Tweeters in G6:
@nytimes
@usatoday
@fetcheves
@raeinforma
@alicewonder32
@vrvalicento
@txescu
@huffpostparents
@stevelibrarian
@dcpl

Top Tweeters in G7:
@flipgrid
@scholastic
@bibliosophus
@radiomilwaukee
@weebly
@ugafrank
@kodable
@mit
@wisdpitech
@librarianelle

Top Tweeters in G8:
@kcarruthers
@wsj
@lindakws1
@7wdata
@malasqalani
@overlordtha
@digiphile
@cathygellis
@jeremylittau
@thatvdovault

Top Tweeters in G9:
@asher_wolf
@troubleddays
@johnapp63499667
@my2twh
@kateacosta5
@courageousgirl2
@sart48
@kirwin58
@shell_loyd
@rrichard09

Top Tweeters in G10:
@8newsnow
@fox5vegas
@pragmaticmom
@paulsolarz
@sljournal
@sebz1291
@autismspeaks
@lieberrian
@firstbook
@autism