ALALibrary, Twitter, 5/12/2022 9:09:36 AM, 276130


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ALALibrary_2022-05-11_20-30-40.xlsx
ALALibrary_2022-05-11_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 12, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3Mo0vQF
@alalibrary
@dabeard
@edrabinski
@mrandyngo
@flexlibris
@bajekservices
@sexharassed
@loidagarciafebo
@janiecestaton
@tiffanyhaddish

Top hashtags:
#tigraygenocide
#alaac22
#uniteagainstbookbans
#eritrea
#ethiopia

Description:
Description
The graph represents a network of 6,588 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 Thursday, 12 May 2022 at 03:37 UTC.

The requested start date was Thursday, 12 May 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 28-day, 5-hour, 0-minute period from Wednesday, 13 April 2022 at 18:52 UTC to Wednesday, 11 May 2022 at 23:52 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 : 6588
Unique Edges : 6856
Edges With Duplicates : 14984
Total Edges : 21840
Number of Edge Types : 5
Replies to : 1463
Mentions : 6462
MentionsInRetweet : 8712
Retweet : 5014
Tweet : 189
Self-Loops : 227
Reciprocated Vertex Pair Ratio : 0.0256307569082899
Reciprocated Edge Ratio : 0.0499804763764155
Connected Components : 45
Single-Vertex Connected Components : 36
Maximum Vertices in a Connected Component : 6531
Maximum Edges in a Connected Component : 21771
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.100661
Graph Density : 0.000295079017575141
Modularity : 0.43729
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,588 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 Thursday, 12 May 2022 at 03:37 UTC.

The requested start date was Thursday, 12 May 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 28-day, 5-hour, 0-minute period from Wednesday, 13 April 2022 at 18:52 UTC to Wednesday, 11 May 2022 at 23:52 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".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : ALALibrary
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[71] https://uniteagainstbookbans.org/
[49] https://uniteagainstbookbans.org/take-action/
[28] https://2022.alaannual.org/registration
[27] https://twitter.com/ALALibrary/status/1514307830009974796
[20] http://www.ala.org/alsc/are-we-ready-what-movement-legislate-%e2%80%9cscience-reading%e2%80%9d-classrooms-means-children%e2%80%99s-use-libraries?fbclid=IwAR0wZI0aJ2RiJDLliyspz0L79ecsrkdiMzONwls9b3R7fLCzRVnzPPcEzVY
[19] http://summerclassicshome.com/bew-white
[18] https://twitter.com/alalibrary/status/1514307830009974796
[14] https://www.ala.org/news/press-releases/2022/05/ala-announces-ukraine-library-relief-fund
[13] https://kevinschewe.com
[10] https://twitter.com/ALALibrary/status/1517237995572768770

Top URLs in Tweet in G1:
[40] https://uniteagainstbookbans.org/take-action/
[36] https://uniteagainstbookbans.org/
[20] http://www.ala.org/alsc/are-we-ready-what-movement-legislate-%e2%80%9cscience-reading%e2%80%9d-classrooms-means-children%e2%80%99s-use-libraries?fbclid=IwAR0wZI0aJ2RiJDLliyspz0L79ecsrkdiMzONwls9b3R7fLCzRVnzPPcEzVY
[16] https://2022.alaannual.org/registration
[11] https://twitter.com/ALALibrary/status/1514307830009974796
[9] https://www.alastore.ala.org/content/raven-cycle-poster
[9] https://twitter.com/alalibrary/status/1514307830009974796
[7] https://lvccld.bibliocommons.com/list/share/1147440827_lvccld_adults/2083685999_alas_most_challenged_books_of_2021
[5] https://americanlibrariesmagazine.org/blogs/the-scoop/hepburn-elected-ala-treasurer/
[5] https://uniteagainstbookbans.org/partners/

Top URLs in Tweet in G2:
[2] https://trib.al/LPXpgf1
[2] https://www.nypl.org/blog/2022/04/13/books-for-all-nypl-supports-right-read-banned-books
[2] https://uniteagainstbookbans.org/take-action/
[2] https://twitter.com/dcpl/status/1514274197681364998
[2] https://play.google.com/store/apps/details?id=org.nypl.simplified.simplye
[2] https://twitter.com/bklyjudicial/status/1513545622682537984
[1] https://trib.al/cTm6I1D
[1] https://trib.al/KeZKr34
[1] https://trib.al/yIJtIy0
[1] https://company.overdrive.com/2022/01/12/record-number-of-library-systems-surpass-1-million-ebook-circulation-for-2021/

Top URLs in Tweet in G3:
[8] https://twitter.com/ALALibrary/status/1517237995572768770
[5] https://twitter.com/alalibrary/status/1517237995572768770
[3] https://twitter.com/jerrijegna/status/1518277240806588423
[3] https://digitallibrary.un.org/record/3947207?ln=en
[3] https://www.amnesty.org/en/latest/news/2022/02/ethiopia-tigrayan-forces-murder-rape-and-pillage-in-attacks-on-civilians-in-amhara-towns/
[2] https://twitter.com/flexlibris/status/1518717616118026241?s=20&t=8Va2C-IMdureuCSbF5TuyA
[1] https://twitter.com/alalibrary/status/1516847170141495300
[1] https://www.ala.org/aboutala/ukraine-library-relief-fund
[1] https://2022.alaannual.org/registration
[1] https://www.ala.org/rt/srrt/conference-grant-application?fbclid=IwAR2kJFxFBeo_yPxqolF7fk9kybsXARIKhhVtHt58q_2R1jr0X9cNgREVB9o

Top URLs in Tweet in G4:
[31] https://uniteagainstbookbans.org/
[13] https://www.ala.org/news/press-releases/2022/05/ala-announces-ukraine-library-relief-fund
[10] https://2022.alaannual.org/registration
[7] http://www.votervoice.net/UABB/Petitions/3135/Respond?vvsn=B6XXyAG8AE_wAA5XeDa7EAA
[6] https://2022.alaannual.org/ala-presidents-program
[5] https://ala-events.zoom.us/meeting/register/tJUkdeyqpjkuE9HDMHjluLBXnSYN7zQAxNP9
[5] http://celebratescience.blogspot.com/2022/05/re-thinking-nonfiction-in-my-school.html
[5] https://careersingovernment.com/job/517028/library-and-community-services-supervisor/
[5] https://careersingovernment.com/job/511586/reference-associate-adult-services/
[4] https://apnews.com/article/business-censorship-american-library-association-ea9804d9a573cd987dd86b40e074be25

Top URLs in Tweet in G5:
[1] https://thepostmillennial.com/marxist-elected-to-head-american-library-association?utm_campaign=64470
[1] https://twitter.com/i/web/status/1516550714348261392
[1] https://twitter.com/ALALibrary/status/1514307830009974796
[1] https://twitter.com/3yearletterman/status/1517133790711369730

Top URLs in Tweet in G6:
[1] https://twitter.com/penguinkids/status/1520357303555297280
[1] https://twitter.com/PublishersWkly/status/1524056702097702916
[1] https://www.votervoice.net/Booksellers/Petitions/3106/Respond
[1] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[1] https://www.powells.com/book/peaceful-warriors-9781639854318
[1] https://www.theguardian.com/us-news/2022/apr/07/book-bans-pen-america-school-districts?CMP=share_btn_tw
[1] https://www.10tv.com/article/news/local/author-defends-unicorn-book/530-531c7413-8e65-4c7b-87e7-090537614179
[1] https://twitter.com/libsoftiktok/status/1493302515663704066?lang=en

Top URLs in Tweet in G7:
[4] https://www.jagatgururampalji.org/
[1] https://twitter.com/libsoftiktok/status/1519503287778615296?s=20&t=HnyQ8IymQtU8hGp7-I3iGQ
[1] https://books.apple.com/WebObjects/MZStore.woa/wa/viewMultiRoom?fcId=1620617801&mt=3&ls=1&campaign_id=AB_ORS_PART&itscg=80048&itsct=books_catchall_collection
[1] https://www.mintpressnews.com/newsguardneocon-backed-fact-checker-plans-to-wage-war-on-independent-media/253687/

Top URLs in Tweet in G8:
[2] https://dallasexpress.com/lack-of-transparency-in-keller-isd-sexually-explicit-books/?fbclid=IwAR2kTWGkXGjlbDS9DYmeA3CJZ4vM8X-_dW4IkW5ug8To18a6gYqJ4sCt_to
[1] https://twitter.com/alalibrary/status/1516784001297571842
[1] https://twitter.com/liz_wheeler/status/1514616216966422547
[1] https://twitter.com/alalibrary/status/1516083369620213761
[1] https://twitter.com/libraryjournal/status/1516383984363708423
[1] https://twitter.com/alalibrary/status/1516847170141495300
[1] https://twitter.com/alalibrary/status/1518978666469994498
[1] https://twitter.com/nypost/status/1519412162984300544
[1] https://safelibraries.blogspot.com/2013/11/ALAKillsBoy.html
[1] https://twitter.com/alanews/status/1520147682710499328

Top URLs in Tweet in G9:
[3] https://uniteagainstbookbans.org/take-action/
[1] https://twitter.com/Goodable/status/1517501424610992129
[1] https://twitter.com/washingtonpost/status/1514695022922412038
[1] https://www.skybound.com/comics/clementine/tillie-walden-book-tour
[1] https://www.ala.org/news/press-releases/2022/04/help-create-sustainable-future-preserving-climate-stories-during-preservation
[1] https://twitter.com/i/web/status/1517876911048908800

Top URLs in Tweet in G10:
[1] https://twitter.com/OrdinaryLaurie/status/1521224992352083968
[1] https://twitter.com/obrienfolger/status/1519642745496870912
[1] https://www.chicagotribune.com/entertainment/ct-ent-american-writers-museum-festival-20220504-mcjw7vyiq5bexpuidwazclvddi-story.html
[1] https://twitter.com/cdftexas/status/1514308173292789763
[1] https://twitter.com/donwinslow/status/1517155148501381121
[1] https://twitter.com/lorenzothecat/status/1516195771246424073

Top Domains
Top Domains in Tweet in Entire Graph:
[390] twitter.com
[148] ala.org
[142] uniteagainstbookbans.org
[53] alaannual.org
[22] americanlibrariesmagazine.org
[22] preservationweek.org
[19] summerclassicshome.com
[13] kevinschewe.com
[10] careersingovernment.com
[10] news-leader.com

Top Domains in Tweet in G1:
[105] twitter.com
[87] ala.org
[83] uniteagainstbookbans.org
[26] alaannual.org
[16] preservationweek.org
[15] americanlibrariesmagazine.org
[7] bibliocommons.com
[6] ilovelibraries.org
[5] booklistonline.com
[4] programminglibrarian.org

Top Domains in Tweet in G2:
[6] twitter.com
[5] trib.al
[3] google.com
[2] nypl.org
[2] uniteagainstbookbans.org
[1] overdrive.com
[1] miraclesofkingman.com
[1] amazon.com
[1] kron4.com

Top Domains in Tweet in G3:
[64] twitter.com
[5] amnesty.org
[3] un.org
[2] ala.org
[1] alaannual.org
[1] buzzfeednews.com
[1] macdonaldlaurier.ca
[1] omnatigray.org
[1] reuters.com
[1] org.uk

Top Domains in Tweet in G4:
[82] twitter.com
[47] uniteagainstbookbans.org
[45] ala.org
[23] alaannual.org
[10] careersingovernment.com
[7] votervoice.net
[6] preservationweek.org
[6] americanlibrariesmagazine.org
[6] publishingperspectives.com
[5] washingtonpost.com

Top Domains in Tweet in G5:
[3] twitter.com
[1] thepostmillennial.com

Top Domains in Tweet in G6:
[3] twitter.com
[1] votervoice.net
[1] ala.org
[1] powells.com
[1] theguardian.com
[1] 10tv.com

Top Domains in Tweet in G7:
[4] jagatgururampalji.org
[1] twitter.com
[1] apple.com
[1] mintpressnews.com

Top Domains in Tweet in G8:
[40] twitter.com
[2] blogspot.com
[2] dallasexpress.com
[1] nypost.com
[1] mombian.com
[1] fairfaxcounty.gov
[1] youtube.com

Top Domains in Tweet in G9:
[3] twitter.com
[3] uniteagainstbookbans.org
[1] skybound.com
[1] ala.org

Top Domains in Tweet in G10:
[5] twitter.com
[1] chicagotribune.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[327] tigraygenocide
[259] alaac22
[179] uniteagainstbookbans
[98] eritrea
[94] ethiopia
[86] preservationweek
[78] freadom
[62] libraries
[59] librarians
[55] alatogetheragain



Top Hashtags in Tweet in G1:
[107] uniteagainstbookbans
[53] alaac22
[48] preservationweek
[22] librarytwitter
[18] alatogetheragain
[16] rbms22
[15] freadom
[14] libraries
[14] library
[12] maythe4th

Top Hashtags in Tweet in G2:
[9] bannedbooks
[9] booksforall
[2] uniteagainstbookbans
[2] nationallibraryweek
[1] tigraygenocide
[1] kindle
[1] book
[1] musk
[1] judges
[1] libraries

Top Hashtags in Tweet in G3:
[315] tigraygenocide
[124] alaac22
[98] eritrea
[94] ethiopia
[21] alatogetheragain
[19] us
[15] tplfterroristgroup
[13] nomore
[11] breakthesilence
[11] tplfterrorist

Top Hashtags in Tweet in G4:
[48] uniteagainstbookbans
[38] alaac22
[38] freadom
[36] preservationweek
[28] intellectualfreedom
[26] libraries
[20] librarians
[18] hiring
[16] bannedbooks
[14] school

Top Hashtags in Tweet in G5:
[1] cuny
[1] godsaveusa

Top Hashtags in Tweet in G6:
[3] txla22
[2] freadom
[2] booktwitter
[1] uniteagainstbookbans
[1] bannedbooks
[1] bookbanning

Top Hashtags in Tweet in G7:
[4] factsaboutchristianity
[1] listenmama
[1] audiobook
[1] book

Top Hashtags in Tweet in G8:
[28] librarians
[27] parenting
[27] moms
[27] dads
[25] alaac22
[16] edchat
[16] libraries
[14] freadom
[11] txla22
[9] uniteagainstbookbans

Top Hashtags in Tweet in G9:
[10] naep
[8] reading
[5] edchat
[5] bannedbooks
[3] teachers
[3] librarians
[3] bookbans
[3] uniteagainstbookbans
[2] bookbannings
[2] trustworthinesstest

Top Hashtags in Tweet in G10:
[1] thankateacherday
[1] intellectualfreedom
[1] texans
[1] freedom_to_read
[1] elementary_library

Top Words
Top Words in Tweet in Entire Graph:
[4003] alalibrary
[3929] library
[1818] books
[1513] public
[1485] available
[1445] dabeard
[1420] banned
[1407] group
[1392] making
[1388] nationwide

Top Words in Tweet in G1:
[1456] alalibrary
[988] edrabinski
[389] marxist
[385] lesbian
[383] power
[379] collective
[378] possible
[375] believe
[375] believes
[375] build

Top Words in Tweet in G2:
[2722] library
[1426] dabeard
[1415] books
[1396] available
[1359] banned
[1355] public
[1354] york
[1354] making
[1354] group
[1354] commonly

Top Words in Tweet in G3:
[942] tiffanyhaddish
[891] alalibrary
[476] flexlibris
[338] tiffany
[315] haddish
[315] #tigraygenocide
[262] know
[261] library
[232] ongoing
[232] called

Top Words in Tweet in G4:
[760] alalibrary
[184] library
[138] ala
[134] book
[120] street
[111] books
[99] oif
[93] proud
[87] loidagarciafebo
[86] join

Top Words in Tweet in G5:
[427] mrandyngo
[321] marxist
[321] president
[321] library
[319] elected
[315] association
[313] american
[311] next
[310] avowed
[309] far

Top Words in Tweet in G6:
[97] bajekservices
[82] reading
[81] industry
[81] stand
[81] united
[81] writing
[81] producing
[81] distributing
[81] selling
[81] ap

Top Words in Tweet in G7:
[24] librarians
[23] public
[23] corporate
[22] jebsprague
[21] university
[21] take
[21] note
[21] institutions
[21] being
[21] manipulated

Top Words in Tweet in G8:
[161] alalibrary
[104] sexharassed
[54] school
[43] children
[35] fatturd_22
[32] child
[32] 1madmommabear
[28] #librarians
[28] librarians
[28] coalitiontexas

Top Words in Tweet in G9:
[19] read
[18] alalibrary
[16] tour
[15] year
[15] fun
[14] govboard
[13] more
[13] higher
[12] alali
[11] performing

Top Words in Tweet in G10:
[12] alalibrary
[7] ncte
[7] excited
[7] debut
[7] lit
[7] fest
[7] thanks
[7] awmuseum
[7] free
[7] chiculturcenter

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1412] public,library
[1390] banned,books
[1384] library,card
[1378] books,available
[1373] york,public
[1372] library,making
[1372] making,group
[1372] group,commonly
[1372] commonly,banned
[1372] available,nationwide

Top Word Pairs in Tweet in G1:
[379] marxist,lesbian
[377] collective,power
[374] lesbian,believes
[374] believes,collective
[374] power,possible
[374] possible,build
[374] build,wielded
[369] believe,marxist
[368] edrabinski,believe
[325] edrabinski,alalibrary

Top Word Pairs in Tweet in G2:
[1356] books,available
[1355] public,library
[1355] banned,books
[1354] york,public
[1354] library,making
[1354] making,group
[1354] group,commonly
[1354] commonly,banned
[1354] available,nationwide
[1354] nationwide,library

Top Word Pairs in Tweet in G3:
[446] alalibrary,tiffanyhaddish
[314] tiffany,haddish
[227] ongoing,#tigraygenocide
[223] haddish,repeatedly
[223] repeatedly,denied
[223] denied,ongoing
[221] library,workers
[221] workers,need
[221] need,know
[221] know,tiffany

Top Word Pairs in Tweet in G4:
[63] book,bans
[60] pura,belpre
[59] co,naming
[59] naming,110
[59] 110,street
[59] latina,puerto
[58] nyc,street
[58] street,named
[58] named,librarian
[58] librarian,proud

Top Word Pairs in Tweet in G5:
[314] library,association
[312] american,library
[310] avowed,marxist
[310] elected,next
[310] next,president
[310] president,american
[309] far,left
[308] marxist,far
[308] left,activist
[308] activist,elected

Top Word Pairs in Tweet in G6:
[81] industry,stand
[81] stand,united
[81] united,writing
[81] writing,producing
[81] producing,distributing
[81] distributing,selling
[81] selling,reading
[80] bajekservices,industry
[80] reading,ap
[18] ababook,ibpa

Top Word Pairs in Tweet in G7:
[21] university,public
[21] public,librarians
[21] librarians,take
[21] take,note
[21] note,institutions
[21] institutions,being
[21] being,manipulated
[21] manipulated,corporate
[21] corporate,backed
[21] backed,fact

Top Word Pairs in Tweet in G8:
[27] #moms,#dads
[25] #parenting,#moms
[24] mckinneyisd,alalibrary
[21] fatturd_22,mckinneyisd
[18] sexharassed,1madmommabear
[18] sexharassed,fatturd_22
[17] graphic,child
[15] 1madmommabear,fatturd_22
[14] coalitiontexas,sexharassed
[12] sexharassed,librarians

Top Word Pairs in Tweet in G9:
[15] read,fun
[11] higher,performing
[11] year,olds
[11] olds,read
[11] lower,performers
[8] clementine,book
[8] book,one
[8] one,tour
[8] tour,coming
[8] coming,ve

Top Word Pairs in Tweet in G10:
[7] excited,debut
[7] debut,lit
[7] lit,fest
[7] fest,thanks
[7] thanks,awmuseum
[7] awmuseum,free
[7] free,chiculturcenter
[7] chiculturcenter,15
[7] 15,authors
[7] authors,poets

Top Replied-To
Top Replied-To in Entire Graph:
@edrabinski
@alalibrary
@mrandyngo
@flexlibris
@dabeard
@ehanford
@purplehouseprss
@sexharassed
@hermelatv
@dyslexiasomd

Top Replied-To in G1:
@edrabinski
@alalibrary
@ehanford
@archivalobjects
@dyslexiasomd
@derfbackderf
@paravestibulum
@joshweavr
@shawnacoppola
@rutgers_scua

Top Replied-To in G2:
@dabeard
@alalibrary
@foley20andy
@nypl
@noliewithbtc
@chelleld16
@happy14u
@cherylc02781073
@djschmidt1980
@digiom

Top Replied-To in G3:
@alalibrary
@flexlibris
@hermelatv
@micaelgoitom
@eritreanay
@hd_____67
@rsonderriis
@offleashkaren
@tbephraim
@eritrea1952

Top Replied-To in G4:
@alalibrary
@free_to_read
@loidagarciafebo
@mrs_bongi
@edrabinski
@ncacensorship
@christyjames331
@sharonthemezzo
@hannahlittle
@erinbookdragon

Top Replied-To in G5:
@mrandyngo
@casusbelli420
@danodonne11
@jdfarmer94583
@grahamwelly
@keiichinada
@thepeoplesbacon
@daveoreally
@userr616
@depthhidden

Top Replied-To in G6:
@bajekservices
@alalibrary
@publisherswkly
@booksrosesworld
@tatertot20101
@rosterized
@highroad1971

Top Replied-To in G7:
@heartofsoy
@libsoftiktok
@carolyo35267039
@mimitexasangel
@jebsprague
@vikashsananda
@openaccesselder

Top Replied-To in G8:
@sexharassed
@coalitiontexas
@kennygray2017
@dawnhawkins33
@1madmommabear
@specialisttim
@nicoletta0602
@beanie0597
@anticommiemommy
@gal220reagan

Top Replied-To in G9:
@skybound
@govboard
@christopherterr

Top Replied-To in G10:
@jocelynachadwic
@alalibrary
@grantmorrison

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@dabeard
@tiffanyhaddish
@edrabinski
@flexlibris
@mrandyngo
@alalib
@hermelatv
@nypl
@cunygclibrary

Top Mentioned in G1:
@alalibrary
@edrabinski
@silwani4scifi
@ehanford
@nataliesurely
@ala_core
@litwinbooks
@micahuetricht
@dyslexiasomd
@arlnews

Top Mentioned in G2:
@dabeard
@alalibrary
@nypl
@schomburgcenter
@strimel
@writer_dg
@hc_richardson
@timobrien
@pronounced_ing
@sfpubliclibrary

Top Mentioned in G3:
@alalibrary
@tiffanyhaddish
@flexlibris
@hermelatv
@fre4glstsegay
@ea_devcouncil
@libraryfreedom
@micaelgoitom
@hrw
@amnesty

Top Mentioned in G4:
@alalibrary
@oif
@uabookbans
@loidagarciafebo
@aasl
@votepattywong
@libraryjournal
@freadomfighters
@tasltn
@librarypolicy

Top Mentioned in G5:
@mrandyngo
@alalib
@cunygclibrary
@alalibrary
@edrabinski
@grahamwelly
@jppsweeney
@3yearletterman
@libsoftiktok
@rockub420

Top Mentioned in G6:
@bajekservices
@alalibrary
@ababook
@ibpa
@bettemidler
@indiebound
@powells
@texasobserver
@wacotrib
@houstonchron

Top Mentioned in G7:
@jebsprague
@alalibrary
@librarycongress
@britishlibrary
@brooklynnets
@brooklynmuseum
@brooklynartery
@brooklynartsall
@ulunyc
@libsoftiktok

Top Mentioned in G8:
@alalibrary
@sexharassed
@fatturd_22
@1madmommabear
@mckinneyisd
@beanie0597
@txla
@coalitiontexas
@oif
@mattwalshblog

Top Mentioned in G9:
@alalibrary
@govboard
@alali
@firstbook
@ilatoday
@ncte
@skybound
@summerlearning
@rifweb
@readingrockets

Top Mentioned in G10:
@alalibrary
@awmuseum
@chiculturcenter
@ncte
@artscrusader
@irvinghigh
@ordinaryls
@seccardona
@leaders_black
@obrienfolger

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@thepoliticalcat
@lizditz
@jfsebastian146
@starcoreone02
@pollsstar
@astwisa
@scheerenberger
@glitchtvbot
@bellesapepper37

Top Tweeters in G1:
@bellesapepper37
@ansisegle
@n7irl
@blubdha
@kals55
@igallupd
@anas_erindra
@boottmills228
@charlotteonder1
@kane007

Top Tweeters in G2:
@thepoliticalcat
@lizditz
@pollsstar
@astwisa
@glitchtvbot
@cnbsnana
@miss_placed_
@profsunnysingh
@suekhi
@tigerbeat

Top Tweeters in G3:
@cnn
@ajenglish
@romhai_h
@letebrhangebre1
@kirosawitr
@encouragedone
@jacobsberg
@protect_tigray
@setitag
@mussietesfaye4

Top Tweeters in G4:
@missb62
@adunlea
@emccoy_writer
@pamcurtis4210
@education_24x7
@peta
@latimes
@4evrstardancer
@gailwaldby
@nolanews

Top Tweeters in G5:
@starcoreone02
@pitoloco2021
@blisstabitha
@riwired
@eileendiana
@akifj
@hustler81
@lisaannega
@shoshido
@carobailey864

Top Tweeters in G6:
@scheerenberger
@vaw511
@washingtonpost
@brokennotrecord
@mfrance923
@bobduff1
@saultgirldonna
@houstonchron
@kathies01
@dallasnews

Top Tweeters in G7:
@mimitexasangel
@elisha1022
@doctorow
@dihoppy
@paraskghelaanii
@bbcworld
@abc7
@tontonlove
@lilitica
@tommymiles

Top Tweeters in G8:
@docwashburn
@mcdonalds
@_yvonneburton
@mtrushmore2016
@nypost
@foxnews
@skyebright8
@maralynburstein
@abc
@roncoleman

Top Tweeters in G9:
@janiecestaton
@teenvogue
@grammasheri
@chainsaw_master
@edutopia
@hrc
@freepress
@yourteenmag
@ilatoday
@wearecta

Top Tweeters in G10:
@todayshow
@teacher2teacher
@jwingate46
@donwinslow
@harpercollins
@petersagal
@timlriley
@penguinrandom
@betomedia
@penguinusa


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