ALALibrary, Twitter, 5/26/2022 3:57:40 AM, 277063


FAQ | Problem?

ALALibrary_2022-05-25_20-30-40.xlsx
ALALibrary_2022-05-25_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3GzOa9X
@alalibrary
@dabeard
@mrandyngo
@flexlibris
@edrabinski
@sexharassed
@mstewartscience
@loidagarciafebo
@janiecestaton
@tiffanyhaddish

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

Description:
Description
The graph represents a network of 6,350 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, 26 May 2022 at 03:38 UTC.

The requested start date was Thursday, 26 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 41-day, 19-hour, 42-minute period from Thursday, 14 April 2022 at 02:59 UTC to Wednesday, 25 May 2022 at 22:42 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 : 6350
Unique Edges : 7917
Edges With Duplicates : 15847
Total Edges : 23764
Number of Edge Types : 5
Retweet : 4718
MentionsInRetweet : 9373
Mentions : 7972
Tweet : 226
Replies to : 1475
Self-Loops : 281
Reciprocated Vertex Pair Ratio : 0.0304878048780488
Reciprocated Edge Ratio : 0.0591715976331361
Connected Components : 40
Single-Vertex Connected Components : 34
Maximum Vertices in a Connected Component : 6306
Maximum Edges in a Connected Component : 23714
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.091314
Graph Density : 0.000343733218573698
Modularity : 0.42335
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,350 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, 26 May 2022 at 03:38 UTC.

The requested start date was Thursday, 26 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 41-day, 19-hour, 42-minute period from Thursday, 14 April 2022 at 02:59 UTC to Wednesday, 25 May 2022 at 22:42 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:
[82] https://uniteagainstbookbans.org/
[50] https://uniteagainstbookbans.org/take-action/
[38] https://2022.alaannual.org/registration
[29] http://summerclassicshome.com/bew-white
[22] 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
[18] https://kevinschewe.com
[15] https://uniteagainstbookbans.org/partners/
[14] https://www.ala.org/news/press-releases/2022/05/ala-announces-ukraine-library-relief-fund
[14] http://celebratescience.blogspot.com/2022/05/promoting-nonfiction-in-high-school.html
[11] https://twitter.com/ALALibrary/status/1514307830009974796

Top URLs in Tweet in G1:
[45] https://uniteagainstbookbans.org/take-action/
[41] https://uniteagainstbookbans.org/
[25] https://2022.alaannual.org/registration
[11] https://uniteagainstbookbans.org/partners/
[9] https://www.alastore.ala.org/content/raven-cycle-poster
[7] https://www.ala.org/news/press-releases/2022/05/ala-announces-ukraine-library-relief-fund
[7] https://lvccld.bibliocommons.com/list/share/1147440827_lvccld_adults/2083685999_alas_most_challenged_books_of_2021
[6] https://www.architectmagazine.com/awards/aia-awards/aia-ala-name-2022-library-building-award-winners_o
[6] https://twitter.com/ALALibrary/status/1514307830009974796
[5] https://ala-events.zoom.us/meeting/register/tJUkdeyqpjkuE9HDMHjluLBXnSYN7zQAxNP9

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://twitter.com/dcpl/status/1514274197681364998
[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/
[1] https://www.nbcnews.com/tech/tech-news/library-apps-book-ban-schools-conservative-parents-rcna26103
[1] https://uniteagainstbookbans.org/

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://2022.alaannual.org/registration
[2] https://twitter.com/flexlibris/status/1518717616118026241?s=20&t=8Va2C-IMdureuCSbF5TuyA
[1] https://2022.alaannual.org
[1] https://twitter.com/alalibrary/status/1516847170141495300
[1] https://www.ala.org/aboutala/ukraine-library-relief-fund

Top URLs in Tweet in G4:
[32] https://uniteagainstbookbans.org/
[11] 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
[6] https://UniteAgainstBookBans.org
[6] https://www.ala.org/news/press-releases/2022/05/ala-announces-ukraine-library-relief-fund
[5] https://uniteagainstbookbans.org/toolkit/
[4] https://uniteagainstbookbans.org/partners/
[4] https://forum.libraries.today
[4] https://wpfwfm.org/

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:
[22] 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
[14] http://celebratescience.blogspot.com/2022/05/promoting-nonfiction-in-high-school.html
[8] http://celebratescience.blogspot.com/2022/05/re-thinking-nonfiction-in-my-school.html
[6] https://www.goyen.io/blog/so-about-that-ala-presentation-final-lessons-part-3
[5] https://www.goyen.io/blog/so-about-that-ala-presentationpart-1
[4] https://twitter.com/karenvaites/status/1524127032078127104
[3] https://twitter.com/ehanford/status/1524179686045196288
[2] https://www.goyen.io/blog/so-about-that-ala-presentationpart-2
[2] https://www.aei.org/politics-and-public-opinion/libraries-should-be-third-places/
[1] https://twitter.com/faithborkowsky/status/1514196732246118408

Top URLs in Tweet in G7:
[3] https://programminglibrarian.org/articles/new-mechanism-dialogue-virtual-reality-programs-academic-libraries
[3] https://jvbrown.edu/
[2] https://dallasexpress.com/lack-of-transparency-in-keller-isd-sexually-explicit-books/?fbclid=IwAR2kTWGkXGjlbDS9DYmeA3CJZ4vM8X-_dW4IkW5ug8To18a6gYqJ4sCt_to
[1] https://www.ala.org/news/state-americas-libraries-report-2022
[1] https://www.theridernews.com/rider-librarians-find-new-way-to-improve-the-student-learning-experience/
[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

Top URLs in Tweet in G8:
[2] https://uniteagainstbookbans.org/
[2] https://www.ala.org/aboutala/ukraine-library-relief-fund
[2] https://alexandramhunt.com/
[1] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[1] https://www.votervoice.net/Booksellers/Petitions/3106/Respond
[1] https://twitter.com/PublishersWkly/status/1524056702097702916
[1] https://twitter.com/penguinkids/status/1520357303555297280
[1] https://www.publishersweekly.com/pw/by-topic/childrens/childrens-industry-news/article/89363-margaret-quinlin-to-helm-new-peachtree-imprint.html
[1] https://www.washingtonpost.com/lifestyle/2022/05/11/banned-book-club-teen-diffenbaugh/
[1] https://twitter.com/mstewartscience/status/1524707904460316672

Top URLs in Tweet in G9:
[4] https://www.jagatgururampalji.org/
[1] https://www.mintpressnews.com/newsguardneocon-backed-fact-checker-plans-to-wage-war-on-independent-media/253687/
[1] https://twitter.com/ALALibrary/status/1521578593574338563
[1] https://twitter.com/StenettaA/status/1528745947102052356
[1] https://twitter.com/StenettaA/status/1526209350913740805
[1] https://www.ala.org/news/press-releases/2022/05/organizations-join-ala-unite-against-book-bans?fbclid=IwAR19JihMiusppd6D0NqS-urgSvv-mTo7NCMBGjrYUmrgF2OOyTxoTneQTRM
[1] https://www.ala.org/aboutala/ukraine-library-relief-fund
[1] https://www.ala.org/advocacy/intfreedom/freedomreadstatement
[1] https://www.bklynlibrary.org/books-unbanned?utm_campaign=wp_book_club&utm_medium=email&utm_source=newsletter&wpisrc=nl_books
[1] https://twitter.com/libsoftiktok/status/1519503287778615296?s=20&t=HnyQ8IymQtU8hGp7-I3iGQ

Top URLs in Tweet in G10:
[2] https://www.ala.org/news/press-releases/2022/04/new-ala-endowment-honoring-satia-marshall-orange-benefit-spectrum-scholarship
[1] https://twitter.com/alalibrary/status/1521869773755326464
[1] https://www.ftrf.org/default.aspx
[1] https://twitter.com/digital_biblio/status/1516705792862347268
[1] https://www.ala.org/aboutala/governance/alaelection
[1] https://www.deanjobb.com/the-murderous-doctor-cream
[1] https://twitter.com/ALALibrary/status/1520144645459746816
[1] https://www.ala.org/alsc/publications-resources/book-lists/2022Dia
[1] https://www.librosfororegon.org/apply
[1] https://www.ala.org/aboutala/offices/diversity/jeanecoleman

Top Domains
Top Domains in Tweet in Entire Graph:
[458] twitter.com
[182] ala.org
[170] uniteagainstbookbans.org
[68] alaannual.org
[29] summerclassicshome.com
[27] americanlibrariesmagazine.org
[25] blogspot.com
[22] preservationweek.org
[18] kevinschewe.com
[13] goyen.io

Top Domains in Tweet in G1:
[103] uniteagainstbookbans.org
[100] twitter.com
[91] ala.org
[39] alaannual.org
[19] preservationweek.org
[17] americanlibrariesmagazine.org
[9] ilovelibraries.org
[8] infodocket.com
[7] zoom.us
[7] architectmagazine.com

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

Top Domains in Tweet in G3:
[68] twitter.com
[5] amnesty.org
[3] alaannual.org
[3] ala.org
[3] un.org
[1] youtube.com
[1] libraryleadershippodcast.com
[1] buzzfeednews.com
[1] macdonaldlaurier.ca
[1] omnatigray.org

Top Domains in Tweet in G4:
[95] twitter.com
[52] uniteagainstbookbans.org
[42] ala.org
[24] alaannual.org
[10] americanlibrariesmagazine.org
[9] illinois.edu
[7] washingtonpost.com
[7] votervoice.net
[6] publishingperspectives.com
[4] libraries.today

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

Top Domains in Tweet in G6:
[22] ala.org
[22] blogspot.com
[21] twitter.com
[13] goyen.io
[2] eduvaites.org
[2] aei.org
[1] co.us
[1] sfpl.org
[1] colorado.gov
[1] cynthialeitichsmith.com

Top Domains in Tweet in G7:
[61] twitter.com
[3] programminglibrarian.org
[3] blogspot.com
[3] jvbrown.edu
[2] dallasexpress.com
[2] robertslibrary.org
[2] fairfaxcounty.gov
[2] facebook.com
[1] ala.org
[1] theridernews.com

Top Domains in Tweet in G8:
[10] twitter.com
[3] ala.org
[2] uniteagainstbookbans.org
[2] alexandramhunt.com
[1] votervoice.net
[1] publishersweekly.com
[1] washingtonpost.com
[1] substack.com
[1] ninaturner.com
[1] bookriot.com

Top Domains in Tweet in G9:
[6] twitter.com
[4] jagatgururampalji.org
[3] ala.org
[2] bklynlibrary.org
[1] mintpressnews.com
[1] bookriot.com
[1] nola.com
[1] brooklynlib.org
[1] vice.com

Top Domains in Tweet in G10:
[5] ala.org
[4] twitter.com
[1] ftrf.org
[1] deanjobb.com
[1] librosfororegon.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[351] tigraygenocide
[338] alaac22
[224] uniteagainstbookbans
[102] freadom
[98] eritrea
[94] ethiopia
[93] nonfiction
[86] librarians
[86] preservationweek
[73] libraries



Top Hashtags in Tweet in G1:
[132] uniteagainstbookbans
[80] alaac22
[72] preservationweek
[29] librarycardsignupmonth
[27] libraries
[25] librarytwitter
[22] alatogetheragain
[17] library
[16] rbms22
[15] workac

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

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

Top Hashtags in Tweet in G4:
[66] alaac22
[59] uniteagainstbookbans
[55] freadom
[33] intellectualfreedom
[18] libraries
[16] bannedbooks
[14] school
[14] librarians
[13] infographic
[12] alatogetheragain

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

Top Hashtags in Tweet in G6:
[83] nonfiction
[14] kidslovenonfiction
[14] yalit
[13] writingcommunity
[12] kidlit
[9] mglit
[8] librarians
[7] tlchat
[6] alaac22
[5] freadom

Top Hashtags in Tweet in G7:
[46] librarians
[37] parenting
[36] alaac22
[35] dads
[34] moms
[23] freadom
[21] edchat
[18] libraries
[15] uniteagainstbookbans
[11] grooming

Top Hashtags in Tweet in G8:
[3] txla22
[3] grandpaw
[2] uniteagainstbookbans
[2] freadom
[2] nonfiction
[2] free
[2] broadband
[2] internet
[2] access
[2] freespeech

Top Hashtags in Tweet in G9:
[4] factsaboutchristianity
[2] education
[2] booksunbanned
[2] freedomtoread
[1] freepeoplereadfreely
[1] bannedauthor
[1] chicagodance
[1] yearofdance
[1] bellevue
[1] wa

Top Hashtags in Tweet in G10:
[4] latvianlibraryfestival2022
[3] purabelpré
[2] latvia
[2] representationmatters
[2] inthetimeofthebutterflies
[2] uniteagainstbookbans
[2] freadom
[2] booksforall
[1] purabelpre
[1] purabelpreaward

Top Words
Top Words in Tweet in Entire Graph:
[4563] alalibrary
[2954] library
[1305] books
[966] tiffanyhaddish
[946] public
[905] dabeard
[897] available
[856] making
[846] banned
[831] group

Top Words in Tweet in G1:
[1265] alalibrary
[387] edrabinski
[304] library
[168] ala
[168] read
[150] books
[144] book
[132] #uniteagainstbookbans
[126] make
[123] join

Top Words in Tweet in G2:
[1570] library
[899] dabeard
[831] books
[818] available
[781] banned
[779] public
[778] york
[778] making
[778] group
[778] commonly

Top Words in Tweet in G3:
[953] tiffanyhaddish
[915] alalibrary
[499] flexlibris
[361] tiffany
[339] #tigraygenocide
[338] haddish
[288] library
[286] know
[255] need
[255] ongoing

Top Words in Tweet in G4:
[915] alalibrary
[196] penamerica
[192] diversebooks
[179] soontornvat
[152] ala
[134] oif
[133] book
[130] library
[126] civil
[105] join

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

Top Words in Tweet in G6:
[296] alalibrary
[107] ehanford
[89] mstewartscience
[83] librarians
[83] #nonfiction
[71] library
[70] take
[66] reading
[65] note
[60] circulation

Top Words in Tweet in G7:
[232] alalibrary
[108] sexharassed
[78] school
[46] #librarians
[46] children
[44] child
[41] library
[40] libraries
[37] #parenting
[36] #alaac22

Top Words in Tweet in G8:
[64] alalibrary
[35] bajekservices
[29] reading
[28] industry
[28] stand
[28] united
[28] writing
[28] producing
[28] distributing
[28] selling

Top Words in Tweet in G9:
[38] alalibrary
[29] being
[27] public
[26] librarians
[24] take
[24] corporate
[23] jebsprague
[22] university
[22] note
[22] institutions

Top Words in Tweet in G10:
[115] street
[73] alalibrary
[73] loidagarciafebo
[62] librarian
[59] nyc
[59] naming
[58] way
[58] named
[58] pura
[58] belpre

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[832] public,library
[802] banned,books
[798] library,card
[789] books,available
[785] york,public
[784] library,making
[784] making,group
[784] group,commonly
[784] commonly,banned
[784] available,nationwide

Top Word Pairs in Tweet in G1:
[138] edrabinski,alalibrary
[109] marxist,lesbian
[107] collective,power
[105] lesbian,believes
[105] believes,collective
[105] power,possible
[105] possible,build
[105] build,wielded
[102] freedom,read
[100] believe,marxist

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

Top Word Pairs in Tweet in G3:
[454] alalibrary,tiffanyhaddish
[337] tiffany,haddish
[250] ongoing,#tigraygenocide
[246] haddish,repeatedly
[246] repeatedly,denied
[246] denied,ongoing
[244] library,workers
[244] workers,need
[244] need,know
[244] know,tiffany

Top Word Pairs in Tweet in G4:
[180] penamerica,alalibrary
[176] diversebooks,penamerica
[165] soontornvat,diversebooks
[62] alalibrary,sent
[62] sent,house
[62] house,oversight
[62] oversight,subcommittee
[62] subcommittee,civil
[62] civil,rights
[62] rights,civil

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:
[65] librarians,take
[65] take,note
[60] ehanford,alalibrary
[59] mstewartscience,librarians
[48] #nonfiction,circulation
[46] note,380
[46] 380,increase
[46] increase,#nonfiction
[46] circulation,making
[46] making,simple

Top Word Pairs in Tweet in G7:
[34] #moms,#dads
[31] #parenting,#moms
[24] mckinneyisd,alalibrary
[21] fatturd_22,mckinneyisd
[18] alalibrary,nehgov
[18] graphic,child
[18] sexharassed,1madmommabear
[18] sexharassed,fatturd_22
[15] school,#librarians
[15] 1madmommabear,fatturd_22

Top Word Pairs in Tweet in G8:
[28] industry,stand
[28] stand,united
[28] united,writing
[28] writing,producing
[28] producing,distributing
[28] distributing,selling
[28] selling,reading
[27] bajekservices,industry
[27] reading,ap
[9] ababook,ibpa

Top Word Pairs in Tweet in G9:
[22] university,public
[22] public,librarians
[22] librarians,take
[22] take,note
[22] note,institutions
[22] institutions,being
[22] being,manipulated
[22] manipulated,corporate
[22] corporate,backed
[22] backed,fact

Top Word Pairs in Tweet in G10:
[58] pura,belpre
[57] co,naming
[57] naming,110
[57] 110,street
[57] latina,puerto
[56] nyc,street
[56] street,named
[56] named,librarian
[56] librarian,proud
[56] proud,attend

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

Top Replied-To in G1:
@edrabinski
@alalibrary
@archivalobjects
@derfbackderf
@librarykat
@paravestibulum
@thenextgenlib
@mrs_bongi
@joshweavr
@basedlibrarian

Top Replied-To in G2:
@dabeard
@alalibrary
@unewmeb41
@pomonadez
@nypl
@thenicoledvorak
@littlewarrior
@noliewithbtc
@chelleld16
@happy14u

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

Top Replied-To in G4:
@soontornvat
@_tom_paine_
@alalibrary
@free_to_read
@sharonthemezzo
@ncacensorship
@christyjames331
@diversebooks
@erinbookdragon
@uabookbans

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

Top Replied-To in G6:
@ehanford
@dyslexiasomd
@mstewartscience
@alalibrary
@karenvaites
@wearealsc
@frankisibberson
@goyenfoundation
@claireconroy26
@theoglibrarian

Top Replied-To in G7:
@sexharassed
@coalitiontexas
@kennygray2017
@dawnhawkins33
@1madmommabear
@alalibrary
@specialisttim
@nicoletta0602
@beanie0597
@edoballerini

Top Replied-To in G8:
@bajekservices
@alalibrary
@jaradgreene
@publisherswkly
@lwv
@gwenstefani
@patricianewman
@owly
@r_bittner
@artnet

Top Replied-To in G9:
@suntimes
@alalibrary
@llcooljay62
@willsutton
@jacqbiggar
@heartofsoy
@libsoftiktok
@carolyo35267039
@charmingmatty
@mimitexasangel

Top Replied-To in G10:
@loidagarciafebo
@edrabinski
@jenecita21
@deanjobb
@sexylibrarian04
@hooverlibmcd
@walterkirn
@traciedhall1
@alalibrary

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@dabeard
@tiffanyhaddish
@flexlibris
@mrandyngo
@edrabinski
@alalib
@penamerica
@hermelatv
@oif

Top Mentioned in G1:
@alalibrary
@edrabinski
@silwani4scifi
@ala_core
@aianational
@nataliesurely
@votepattywong
@litwinbooks
@micahuetricht
@sexharassed

Top Mentioned in G2:
@dabeard
@alalibrary
@nypl
@schomburgcenter
@strimel
@timobrien
@writer_dg
@sfpubliclibrary
@unewmeb41
@daviddark

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

Top Mentioned in G4:
@alalibrary
@penamerica
@diversebooks
@soontornvat
@oif
@uabookbans
@oversightdems
@aasl
@freadomfighters
@votepattywong

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

Top Mentioned in G6:
@alalibrary
@mstewartscience
@ehanford
@wearealsc
@aasl
@kerryocerra
@dyslexiasomd
@nytimes
@yalsa
@karenvaites

Top Mentioned in G7:
@alalibrary
@sexharassed
@fatturd_22
@1madmommabear
@nehgov
@mckinneyisd
@beanie0597
@oif
@ala
@txla

Top Mentioned in G8:
@alalibrary
@bajekservices
@ababook
@ibpa
@freelibrary
@bettemidler
@potus
@uabookbans
@txla
@nytimesbooks

Top Mentioned in G9:
@alalibrary
@jebsprague
@bklynlibrary
@librarycongress
@penamerica
@ftrf
@willsutton
@nolanews
@britishlibrary
@ulunyc

Top Mentioned in G10:
@alalibrary
@loidagarciafebo
@reformanational
@edrabinski
@ejkeats
@dianaayalanyc
@wearealsc
@ftrf
@ifla
@traciedhall1

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@matthewtwihard
@dichristine
@cloudwanderer3
@thepoliticalcat
@jfsebastian146
@lizditz
@mharvey816
@starcoreone02
@jjj5819

Top Tweeters in G1:
@ansisegle
@bellesapepper37
@docwashburn
@irishguy1984
@opensource_orgs
@kals55
@anas_erindra
@boottmills228
@mitsuekijima
@mrpshropshire

Top Tweeters in G2:
@cloudwanderer3
@thepoliticalcat
@lizditz
@mharvey816
@jjj5819
@glitchtvbot
@astwisa
@morgfair
@cnbsnana
@miss_placed_

Top Tweeters in G3:
@_morgankd
@cnn
@nbcwashington
@ajenglish
@romhai_h
@kirosawitr
@letebrhangebre1
@encouragedone
@protect_tigray
@setitag

Top Tweeters in G4:
@missb62
@matthewtwihard
@dichristine
@adunlea
@emccoy_writer
@jjdebenedictis
@peta
@charlotteonder1
@kane007
@4evrstardancer

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

Top Tweeters in G6:
@nytimes
@kleegrubaugh
@52wlbot
@rtartboost
@nancymurden
@tlt16
@paleophile
@nancys2chance
@sperchikoff
@smenor

Top Tweeters in G7:
@mcdonalds
@_yvonneburton
@mtrushmore2016
@nadiasindi
@nypost
@foxnews
@skyebright8
@maralynburstein
@abc
@roncoleman

Top Tweeters in G8:
@jfsebastian146
@scheerenberger
@washingtonpost
@mfrance923
@idkflowers1
@houstonchron
@dallasnews
@startribune
@sltrib
@statesman

Top Tweeters in G9:
@education_24x7
@mimitexasangel
@elisha1022
@doctorow
@dihoppy
@paraskghelaanii
@nolanews
@bbcworld
@jacqbiggar
@abc7

Top Tweeters in G10:
@thatmags
@clancynewyork
@chipgoines
@claribel_ortega
@queen3447
@iluvhorseracing
@deborahblum
@un
@godslongbones
@worldlibraries