ALALibrary, Twitter, 10/18/2019 4:51:11 PM, 213423


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ALALibrary_2019-10-18_09-27-15.xlsx
ALALibrary_2019-10-18_09-27-15.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 18, 2019
Short Description:
ALALibrary via NodeXL http://bit.ly/2ptVsIP
@alalibrary
@0zyx
@macmillanusa
@arjun_sanyal
@alansinouye
@sfdirewolf
@kevinseeber
@lindasuepark
@safelibraries
@chislibrarians

Top hashtags:
#ebooksforall
#bannedbooksweek
#ala_carnegie
#fiction
#librarycardsignup

Description:
Description
The graph represents a network of 4,190 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, 18 October 2019 at 16:28 UTC.

The requested start date was Friday, 18 October 2019 at 00:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 20-day, 22-hour, 39-minute period from Friday, 27 September 2019 at 01:16 UTC to Thursday, 17 October 2019 at 23:56 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

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[155] http://p2a.co/fgcQkzV
[62] http://www.ala.org/awardsgrants/carnegieadult/longlists
[34] https://twitter.com/ALALibrary/status/1178717247700918272
[25] https://ebooksforall.org/
[21] https://twitter.com/ALALibrary/status/1183733204005593088
[18] http://www.ala.org/news/press-releases/2019/10/longlist-2020-andrew-carnegie-medals-excellence-fiction-and-nonfiction
[17] https://twitter.com/alalibrary/status/1182387038760427520
[15] http://www.google.org/
[15] https://twitter.com/alalibrary/status/1178717247700918272
[14] https://public.resource.org/

Top URLs in Tweet in G1:
[82] http://p2a.co/fgcQkzV
[40] http://www.ala.org/awardsgrants/carnegieadult/longlists
[14] http://www.ala.org/news/press-releases/2019/10/longlist-2020-andrew-carnegie-medals-excellence-fiction-and-nonfiction
[10] https://www.booklistonline.com/Over-the-Top-A-Raw-Journey-to-Self-Love/pid=9727361?AspxAutoDetectCookieSupport=1
[9] http://ilovelibraries.org/libraries-transform-book-pick
[8] http://www.google.org/
[7] https://ebooksforall.org/
[6] https://twitter.com/ChasCoLibrary/status/1177613876361347073
[6] https://twitter.com/ChiSLibrarians/status/1184661217400573952
[6] https://book-publicist.com/how-to-create-a-pen-name/

Top URLs in Tweet in G2:
[34] http://p2a.co/fgcQkzV
[12] https://twitter.com/alalibrary/status/1182387038760427520
[8] https://twitter.com/ALALibrary/status/1178717247700918272
[5] https://ebooksforall.org/
[5] https://twitter.com/alalibrary/status/1178717247700918272
[4] https://twitter.com/alalibrary/status/1178717515138179074
[3] https://twitter.com/ALALibrary/status/1183733204005593088
[2] https://www.epl.ca/blogs/post/stand-up-for-equal-access-to-ebooks/
[2] https://globalnews.ca/news/6001210/ebooks-restriction-macmillan-public-libraries/
[2] http://www.startribune.com/publishers-please-don-t-limit-e-book-access/563167192/

Top URLs in Tweet in G3:
[21] http://www.ala.org/awardsgrants/carnegieadult/longlists
[12] http://p2a.co/fgcQkzV
[4] http://www.ilovelibraries.org/lovemylibrarian
[4] https://ebooksforall.org/
[4] https://www.facebook.com/AmericanLibraryAssociation/
[3] https://2020.alamidwinter.org/registration/registration-rates
[3] https://twitter.com/ALALibrary/status/1178330853144977409
[3] https://t.co/jwhJFeiiOq
[3] https://twitter.com/alalibrary/status/1183733204005593088
[3] https://www.lincolninst.edu/publications/articles/new-chapter

Top URLs in Tweet in G4:
[16] http://p2a.co/fgcQkzV
[14] https://public.resource.org/
[6] http://www.google.org/
[5] https://twitter.com/ALALibrary/status/1178717247700918272
[5] https://www.clir.org/pubs/reports/pub89/role/
[5] https://twitter.com/ALA_PLA/status/1183374337040105472
[4] https://twitter.com/ALALibrary/status/1182387038760427520
[4] https://twitter.com/alalibrary/status/1183733204005593088
[4] https://twitter.com/ALALibrary/status/1179764292742242305
[4] https://twitter.com/alalibrary/status/1178717247700918272

Top URLs in Tweet in G5:
[7] https://blog.wakelet.com/2019/02/19/use-wakelet-libraries/
[5] https://www.infodocket.com/2019/10/01/report-dc-circuit-court-of-appeals-court-upholds-net-neutrality-repeal-but-rules-fcc-cant-block-state-laws/?utm_source=id&utm_medium=IDTW&utm_campaign=articles
[4] http://ebooksforall.org/
[4] http://www.ala.org/advocacy/libraries-transform-campaign
[3] https://mla.wildapricot.org/resources/Documents/Official%20Statements/MLAMacmillanStatement.pdf
[2] http://p2a.co/fgcQkzV
[2] https://www.facebook.com/andy.thibault.79/posts/10162338986675510
[2] https://lilibandini.coetail.com/2019/10/13/same-same-but-different/
[1] https://twitter.com/ALALibrary/status/1182387038760427520?s=20
[1] https://twitter.com/i/web/status/1180332876698664960

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1177925126513451008
[1] https://twitter.com/i/web/status/1183356413575340033
[1] https://twitter.com/i/web/status/1183393128381853696
[1] https://twitter.com/ALALibrary/status/1179145694906503168

Top URLs in Tweet in G7:
[3] https://twitter.com/ALALibrary/status/1182749969826177024
[3] http://p2a.co/fgcQkzV
[2] https://www.overdrive.com/media/4471533/after-the-flood
[2] https://twitter.com/ALALibrary/status/1183733204005593088
[1] https://twitter.com/ALALibrary/status/1178841465298006016
[1] https://twitter.com/i/web/status/1182083345771040768
[1] https://twitter.com/i/web/status/1184517485883727872
[1] https://www.facebook.com/AmericanLibraryAssociation/videos/?ref=page_internal
[1] https://twitter.com/ALA_Booklist/status/1184905480608665600
[1] https://twitter.com/ALALibrary/status/1184848802097881088

Top URLs in Tweet in G8:
[10] https://twitter.com/ALALibrary/status/1178717247700918272
[5] https://twitter.com/alalibrary/status/1178780565207691264
[5] https://twitter.com/alalibrary/status/1178717247700918272
[3] https://twitter.com/alalibrary/status/1177362720217325568
[3] https://twitter.com/ALALibrary/status/1177262057403637762
[3] https://twitter.com/ALALibrary/status/1177362720217325568
[3] http://p2a.co/fgcQkzV
[3] https://twitter.com/alalibrary/status/1182387038760427520
[3] https://twitter.com/ALALibrary/status/1183733204005593088
[3] https://twitter.com/alalibrary/status/1183733204005593088

Top URLs in Tweet in G9:
[6] https://ebooksforall.org/
[2] https://twitter.com/ChiSLibrarians/status/1184661217400573952
[1] https://twitter.com/ALALibrary/status/1179083817040142337
[1] https://twitter.com/ALALibrary/status/1183733204005593088
[1] https://twitter.com/chislibrarians/status/1178006923985260545
[1] https://twitter.com/ALALibrary/status/1184840995738923012
[1] https://twitter.com/i/web/status/1184368464359755776
[1] https://twitter.com/i/web/status/1184363497129463808
[1] https://twitter.com/i/web/status/1183428240393867265
[1] https://twitter.com/mskellymhayes/status/1183177474034880514

Top URLs in Tweet in G10:
[11] https://alphanewsmn.com/letter-what-is-going-on-in-our-public-libraries/?fbclid=IwAR1Fi3Z9hs4ZG37ep0GnF7t-D5TBnsF9EZoETod02qAf8BvA166BGhwKdgA
[3] https://twitter.com/arthurcschaper/status/1183785054461251584
[1] https://twitter.com/i/web/status/1138109035809579008
[1] https://www.librarians.cc/2019/01/librarians-report-sexual-harassment.html
[1] https://twitter.com/jonkuhlerlpc/status/1179502788331610112
[1] https://twitter.com/gothamist/status/1182641779348258816
[1] https://www.lifesitenews.com/blogs/pedophilia-advocate-admits-conservatives-are-right-yes-kid-drag-shows-are-sexual
[1] https://twitter.com/i/web/status/1184663649346035712
[1] https://twitter.com/i/web/status/1183188131178266625
[1] https://twitter.com/ALALibrary/status/1184486164864163840

Top Domains
Top Domains in Tweet in Entire Graph:
[806] twitter.com
[178] ala.org
[156] p2a.co
[36] citizengo.org
[34] ebooksforall.org
[25] ilovelibraries.org
[16] alamidwinter.org
[16] facebook.com
[15] google.org
[14] resource.org

Top Domains in Tweet in G1:
[141] twitter.com
[100] ala.org
[82] p2a.co
[36] citizengo.org
[17] ilovelibraries.org
[11] booklistonline.com
[10] alamidwinter.org
[10] ebooksforall.org
[9] youtube.com
[8] google.org

Top Domains in Tweet in G2:
[69] twitter.com
[34] p2a.co
[6] ebooksforall.org
[3] ala.org
[3] epl.ca
[2] globalnews.ca
[2] startribune.com
[1] overdrive.com
[1] ncwriters.org

Top Domains in Tweet in G3:
[147] twitter.com
[44] ala.org
[12] p2a.co
[5] alamidwinter.org
[5] ilovelibraries.org
[5] ebooksforall.org
[5] t.co
[5] facebook.com
[3] americanlibrariesmagazine.org
[3] lincolninst.edu

Top Domains in Tweet in G4:
[93] twitter.com
[16] p2a.co
[14] resource.org
[11] ala.org
[6] google.org
[5] clir.org
[3] supremecourt.gov
[2] t-g.com
[2] digitalpw.com
[2] seattletimes.com

Top Domains in Tweet in G5:
[33] twitter.com
[11] ala.org
[7] wakelet.com
[5] infodocket.com
[5] ebooksforall.org
[3] wildapricot.org
[3] facebook.com
[2] p2a.co
[2] coetail.com
[1] americanlibrariesmagazine.org

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

Top Domains in Tweet in G7:
[31] twitter.com
[4] overdrive.com
[3] p2a.co
[3] instagram.com
[1] facebook.com
[1] theguardian.com
[1] nih.gov
[1] programminglibrarian.org
[1] rapidcityjournal.com
[1] umn.edu

Top Domains in Tweet in G8:
[106] twitter.com
[3] p2a.co
[1] slate.com
[1] edweek.org
[1] autrement.com
[1] ebooksforall.org
[1] fargond.gov
[1] blogspot.com
[1] harpercollins.com

Top Domains in Tweet in G9:
[11] twitter.com
[6] ebooksforall.org
[2] wakelet.com
[1] ilovelibraries.org
[1] apple.com

Top Domains in Tweet in G10:
[28] twitter.com
[11] alphanewsmn.com
[1] librarians.cc
[1] lifesitenews.com
[1] facebook.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[562] ebooksforall
[284] bannedbooksweek
[261] ala_carnegie
[109] fiction
[104] librarycardsignup
[97] ilovemylibrarian
[90] aftertheflood
[89] ltbookpick
[78] librariestransform
[73] nonfiction



Top Hashtags in Tweet in G1:
[193] ala_carnegie
[134] ebooksforall
[132] bannedbooksweek
[87] fiction
[57] ilovemylibrarian
[56] nonfiction
[31] librariestransform
[28] aftertheflood
[25] netneutrality
[22] ltbookpick

Top Hashtags in Tweet in G2:
[207] ebooksforall
[8] libraries
[7] econtentforlibraries
[7] ebooks
[6] ilovemylibrarian
[5] publiclibrary
[4] bannedbooksweek
[3] library
[2] books
[1] alamw20

Top Hashtags in Tweet in G3:
[52] ebooksforall
[50] ala_carnegie
[46] librarycardsignup
[39] captainmarvel
[35] elending
[32] ebooks
[23] creatorsgetcarded
[17] aftertheflood
[17] library
[16] harleyquinnbreakingglass

Top Hashtags in Tweet in G4:
[82] ebooksforall
[8] publiclibraries
[7] fbf2019
[7] askanarchivist
[7] throwbackthursday
[7] bannedbooksweek
[5] archiveshashtagparty
[5] nlld2020
[5] librarieslead
[5] netneutrality

Top Hashtags in Tweet in G5:
[77] bannedbooksweek
[31] ebooksforall
[16] librariestransform
[11] ff
[9] librariestransformtx
[8] literarylobos
[7] libraries
[7] netneutrality
[7] ala_carnegie
[7] ilovemylibrarian

Top Hashtags in Tweet in G6:
[1] haplotree
[1] rolltideroll
[1] eyequotient
[1] zerofict
[1] soil
[1] ssworks
[1] forsythegeorgia1912
[1] purge
[1] femalereserve
[1] set_apart

Top Hashtags in Tweet in G7:
[45] ltbookpick
[39] aftertheflood
[12] ebooksforall
[7] ebook
[5] ilovemylibrarian
[5] librariestransform
[5] librarycardsignup
[4] bannedbooksweek
[4] kassandramontag
[4] makingspaces

Top Hashtags in Tweet in G8:
[9] ebooksforall
[3] librarycardsignup
[2] bannedbooksweek2019
[2] bannedbooksweek
[2] creatorsgetcarded
[2] librariestransform
[2] schoollibrarian
[1] library
[1] beheard
[1] fridayfeeling

Top Hashtags in Tweet in G9:
[17] chsreads
[17] librarycardsignup
[17] getcarded
[17] dannymcbride
[13] ebooksforall
[13] solidarity
[5] librariestransform
[3] makerspace
[2] ilovemylibrarian
[2] schoollibrarian

Top Hashtags in Tweet in G10:
[19] exposecnn
[13] dragqueenstoryhour
[8] alamw20
[4] parenting
[4] alalibraryinbedwithplayboy
[3] metoo
[2] librarians
[2] timesup
[2] suetheala
[2] highered

Top Words
Top Words in Tweet in Entire Graph:
[4448] Words in Sentiment List#1: Positive
[1532] Words in Sentiment List#2: Negative
[15] Words in Sentiment List#3: Angry/Violent
[97874] Non-categorized Words
[103854] Total Words
[3556] alalibrary
[1135] library
[927] libraries
[761] macmillanusa
[706] ebook

Top Words in Tweet in G1:
[1153] alalibrary
[344] help
[343] library
[209] 2020
[203] congratulations
[193] #ala_carnegie
[185] s
[176] excellence
[172] medals
[165] month

Top Words in Tweet in G2:
[531] macmillanusa
[465] alalibrary
[344] ebook
[332] libraries
[208] access
[207] #ebooksforall
[205] new
[186] s
[184] sign
[184] ebooks

Top Words in Tweet in G3:
[676] alalibrary
[234] library
[112] â
[90] libraries
[78] public
[77] writer
[66] now
[65] new
[65] ï
[65] nypl

Top Words in Tweet in G4:
[297] alalibrary
[188] library
[136] embargo
[136] libraries
[117] macmillan
[116] alansinouye
[107] ebook
[83] new
[82] #ebooksforall
[78] macmillanusa

Top Words in Tweet in G5:
[300] alalibrary
[80] library
[75] #bannedbooksweek
[59] oif
[48] support
[43] bannedbooksweek
[40] banned
[39] book
[39] libraries
[38] libraryjournal

Top Words in Tweet in G6:
[14] alalibrary
[9] god
[8] nraila
[8] darpa
[7] nra
[7] betsydevosed
[7] nimhdirector
[7] chronicle
[7] ae911truth
[7] pilotsfortruth

Top Words in Tweet in G7:
[152] alalibrary
[45] #ltbookpick
[39] #aftertheflood
[38] library
[32] new
[32] overdrivelibs
[31] book
[27] libraries
[26] october
[24] read

Top Words in Tweet in G8:
[27] library
[17] libraries
[14] book
[13] access
[12] â
[10] read
[10] more
[9] #ebooksforall
[9] books
[9] s

Top Words in Tweet in G9:
[62] s
[38] alalibrary
[34] libraries
[31] time
[31] chipubschools
[30] chislibrarians
[30] rebuild
[30] staff
[30] school
[30] certified

Top Words in Tweet in G10:
[115] alalibrary
[86] safelibraries
[49] t
[44] cnn
[38] comment
[36] won
[36] shannontracy123
[35] libraries
[32] arthurcschaper
[27] activistmommy1

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[285] new,ebook
[273] ebook,embargo
[227] 2020,#ala_carnegie
[223] sign,#ebooksforall
[221] alalibrary,congratulations
[219] #ala_carnegie,medals
[210] medals,excellence
[182] one,month
[178] ebook,policy
[177] s,new

Top Word Pairs in Tweet in G1:
[165] 2020,#ala_carnegie
[163] #ala_carnegie,medals
[163] medals,excellence
[151] alalibrary,congratulations
[128] one,month
[124] alalibrary,one
[107] alalibrary,support
[106] support,library
[105] library,help
[105] help,keep

Top Word Pairs in Tweet in G2:
[145] sign,#ebooksforall
[141] new,ebook
[128] ebook,embargo
[127] macmillanusa,ebook
[126] libraries,sign
[112] alalibrary,macmillanusa
[85] tell,macmillanusa
[84] access,new
[80] alalibrary,less
[80] less,month

Top Word Pairs in Tweet in G3:
[59] â,ï
[57] š,â
[55] public,library
[53] alalibrary,congratulations
[51] ny_comic_con,nypl
[48] 2020,#ala_carnegie
[46] #ala_carnegie,medals
[45] #librarycardsignup,month
[44] fine,free
[43] alalibrary,chicago

Top Word Pairs in Tweet in G4:
[81] ebook,embargo
[51] library,ebook
[45] op,ed
[38] embargo,libraries
[34] macmillan,library
[34] alalibrary,arlnews
[33] check,out
[25] macmillan,publishers
[22] macmillan,embargo
[21] macmillan,ebook

Top Word Pairs in Tweet in G5:
[42] alalibrary,oif
[24] oif,ababook
[22] alalibrary,yalsa
[20] intellectual,freedom
[19] #ebooksforall,petition
[19] aasl,alalibrary
[19] ebook,embargo
[18] ncte,alalibrary
[17] challenged,banned
[17] alalibrary,txla

Top Word Pairs in Tweet in G6:
[8] darpa,god
[6] rwpusa,bopinion
[6] bopinion,forbeswomen
[6] forbeswomen,nraila
[6] nraila,nra
[6] nra,girlscouts
[6] girlscouts,yale
[6] yale,betsydevosed
[6] betsydevosed,phys_educator
[6] phys_educator,nimhdirector

Top Word Pairs in Tweet in G7:
[18] unlimited,downloads
[17] alalibrary,need
[17] need,something
[17] something,read
[17] read,october
[17] october,unlimited
[17] downloads,new
[17] new,#ltbookpick
[17] #ltbookpick,kassandra_m7's
[17] kassandra_m7's,#aftertheflood

Top Word Pairs in Tweet in G8:
[8] limiting,access
[5] sign,petition
[4] access,new
[4] new,titles
[4] titles,libraries
[4] libraries,means
[4] means,limiting
[4] access,readers
[4] elliott,library
[3] library,card

Top Word Pairs in Tweet in G9:
[30] s,time
[30] time,rebuild
[30] rebuild,chipubschools
[30] chipubschools,libraries
[30] libraries,staff
[30] staff,school
[30] school,certified
[30] certified,librarian
[30] librarian,s
[30] s,important

Top Word Pairs in Tweet in G10:
[36] won,t
[36] t,comment
[24] jamesokeefeiii,cnn
[20] arthurcschaper,activistmommy1
[20] activistmommy1,safelibraries
[20] safelibraries,jamesokeefeiii
[18] cnn,#exposecnn
[18] #exposecnn,cnn
[18] cnn,won
[18] comment,alalibrary

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@macmillanusa
@jvn
@safelibraries
@lindasuepark
@ala_archives
@shannontracy123
@kabatll
@kateracculia
@dst6n01

Top Replied-To in G1:
@alalibrary
@jvn
@macmillanusa
@brianjayjones
@louisearonson
@jegg_kennins
@nosci_fi
@22b
@randomyoutubec1
@nuggetsfanfore1

Top Replied-To in G2:
@macmillanusa
@alalibrary
@walshcooks
@chiefscribe
@oprah
@ezerinis
@apldeborahk
@bachteachstudy

Top Replied-To in G3:
@alalibrary
@loidagarciafebo
@ericklinenberg
@jrlibrarian
@ny_comic_con
@valentinolucaz
@bishopnaomi
@nypl
@arjun_sanyal
@jcjeffersonjr

Top Replied-To in G4:
@alalibrary
@ala_archives
@librarypolicy
@ala_pla
@slwalter123
@googleorg
@luna_dee
@ala_acrl
@monicatolva
@kpekoll

Top Replied-To in G5:
@alalibrary
@kabatll
@libraryjournal
@susan_reads
@jstor
@ncte
@cindyloowhovian
@spfldmasslib
@macias_elaine
@hshpilchealth

Top Replied-To in G6:
@rwpusa
@empirestatemind
@devinnunes
@senwarren
@realdonaldtrump
@bennyjohnson
@washingtonpost

Top Replied-To in G7:
@noahlenstra
@sarahmmccoy
@sustainrt
@jadeline_marvis
@us_imls
@kassandra_m7
@wmmorrowbooks
@karenwhitewrite
@twudallas
@overdrivelibs

Top Replied-To in G9:
@andrea_trudeau
@alalibrary
@ldelia
@chislibrarians
@lincolnabesread
@overdrivelibs
@readerroberts
@lms_united

Top Replied-To in G10:
@safelibraries
@shannontracy123
@reformationclt
@natashanyt
@jamesokeefeiii
@gypsygoddess1
@realsaavedra
@nolongerignored
@jasminexmusic
@culttture

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@macmillanusa
@alansinouye
@ala_pla
@safelibraries
@oif
@columbuslibrary
@sfdirewolf
@nypl

Top Mentioned in G1:
@alalibrary
@columbuslibrary
@macmillanusa
@kassandra_m7
@cncep
@acruzwriter
@prhlibrary
@chicagosmayor
@cathleenschine

Top Mentioned in G2:
@alalibrary
@macmillanusa
@sfdirewolf
@epldotca
@autisticb4mmr
@tessadare
@urbanlibcouncil
@libraryjournal
@publiclibrary

Top Mentioned in G3:
@alalibrary
@nypl
@libcomix
@ny_comic_con
@jrome58
@chipublib
@btdocs
@loidagarciafebo
@valentinolucaz
@multcolib

Top Mentioned in G4:
@alalibrary
@alansinouye
@macmillanusa
@ala_pla
@ala_acrl
@arlnews
@lisapeet1
@archivists_org
@andrewrichard
@aallnet

Top Mentioned in G5:
@alalibrary
@oif
@macmillanusa
@bannedbooksweek
@aasl
@libraryjournal
@ncte
@ababook
@yalsa
@txla

Top Mentioned in G6:
@alalibrary
@darpa
@god
@nra
@betsydevosed
@nimhdirector
@chronicle
@cnn
@bopinion
@forbeswomen

Top Mentioned in G7:
@alalibrary
@overdrivelibs
@kassandra_m7
@booklist_susan
@wmmorrowbooks
@nlm_news
@us_imls
@harpercollins
@noahlenstra
@oaklibrary

Top Mentioned in G8:
@fargolibrary

Top Mentioned in G9:
@alalibrary
@chipubschools
@chislibrarians
@chascolibrary
@ilovelibraries
@smaystein
@macmillanusa
@ctulocal1
@aisled_org
@ldelia

Top Mentioned in G10:
@alalibrary
@safelibraries
@arthurcschaper
@shannontracy123
@activistmommy1
@cnn
@jamesokeefeiii
@potus
@lifesite
@oif

Top Tweeters
Top Tweeters in Entire Graph:
@dichristine
@rcnradio
@n7irl
@bkindngood
@docwashburn
@thehill
@kaleldata
@googleexpertuk
@guardian
@fieryreddragon

Top Tweeters in G1:
@fieryreddragon
@shalisa_renee
@adunlea
@jjj5819
@shyduroff
@missourigirl62
@vievararosel
@turnageb
@cindygallop
@therealgloria

Top Tweeters in G2:
@principia
@indascorner
@pfanderson
@suescoby
@nayasala
@sfdirewolf
@aspeed
@raelee514
@globalnews
@macbean221b

Top Tweeters in G3:
@n7irl
@bkindngood
@kaleldata
@mvbrat91
@profmdwhite
@vagentlenerd
@diversetechgeek
@deadline
@snackcanary
@beccabluesky

Top Tweeters in G4:
@joni_looking
@slate
@mercnews
@pupsherlive
@maysoonzayid
@medmouad
@41actionnews
@fourcornersrock
@6bq9music
@seattletimes

Top Tweeters in G5:
@guardian
@caffreyej
@blackflagchi
@birdtrees
@usimpeachtrump
@flipgrid
@sesshabatto
@cooljustice
@helgagrace
@ncte

Top Tweeters in G6:
@thehill
@washingtonpost
@abc
@fortunemagazine
@bopinion
@abcpolitics
@marieclaire
@godaddyhelp
@vanityfair
@publix

Top Tweeters in G7:
@garrettaddison
@sinjoor
@trundlebedtales
@coolgrey
@harpercollins
@drmattfinch
@amywishman
@lilmondu
@sarahmmccoy
@nadiaawriter

Top Tweeters in G8:
@adamdechanel
@phpress
@rdene915
@reemk10
@huiscebeatha
@rakimisdagoat
@azoubig
@zoobizarre
@mipolitico
@carlyrm

Top Tweeters in G9:
@nshrubs
@nancyosborne180
@getupstandup2
@trekkerteach12
@shannonmmiller
@chassuz
@mikeklonsky
@patrickbrosnan2
@halseanderson
@louiebfree

Top Tweeters in G10:
@docwashburn
@miller_gwen
@owlwoman911_
@khou
@safelibraries
@deenie7940
@nypost
@cnn
@stillgray
@truthseeker6761