ALALibrary, Twitter, 12/29/2022 4:42:50 AM, 287167


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ALALibrary_2022-12-28_20-30-40.xlsx
ALALibrary_2022-12-28_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 29, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3YWHQSE
@alalibrary
@sexharassed
@brianstalley
@monicatolva
@arjun_sanyal
@inkyelbows
@mstewartscience
@moms4liberty
@_dofdmd
@mamagrizzlyorg

Top hashtags:
#librarians
#liblearnx23
#uniteagainstbookbans
#libraries
#parenting

Description:
Description
The graph represents a network of 4,480 Twitter users whose recent tweets contained "ALALibrary", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 04:35 UTC.

The tweets in the network were tweeted over the 2375-day, 4-hour, 11-minute period from Monday, 27 June 2016 at 19:27 UTC to Wednesday, 28 December 2022 at 23:38 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 4480
Unique Edges : 6112
Edges With Duplicates : 14109
Total Edges : 20221
Number of Edge Types : 9
Retweet : 3003
MentionsInRetweet : 6379
MentionsInReplyTo : 5831
Replies to : 1184
Mentions : 2080
Quote : 289
MentionsInQuote : 976
MentionsInQuoteReply : 169
Tweet : 310
Self-Loops : 744
Reciprocated Vertex Pair Ratio : 0.0380528286610667
Reciprocated Edge Ratio : 0.0733157843424003
Connected Components : 5
Single-Vertex Connected Components : 1
Maximum Vertices in a Connected Component : 4473
Maximum Edges in a Connected Component : 20213
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.02887
Graph Density : 0.00051116519950244
Modularity : 0.370649
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,480 Twitter users whose recent tweets contained "ALALibrary", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 12/28/2022 5:00:34 PM. The network was obtained from Twitter on Thursday, 29 December 2022 at 04:35 UTC.

The tweets in the network were tweeted over the 2375-day, 4-hour, 11-minute period from Monday, 27 June 2016 at 19:27 UTC to Wednesday, 28 December 2022 at 23:38 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[45] https://twitter.com/BasedLibrarian/status/1559370012871245827/photo/1
[37] https://twitter.com/ALALibrary/status/1593701097880829954/photo/1
[35] https://www.2023.alaliblearnx.org/cory-doctorow
[25] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[23] https://www.eventscribe.net/2023/LibLearnX/
[22] http://celebratescience.blogspot.com/2022/12/sibert-smackdown-theres-still-time.html
[22] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[21] https://digital.org.au/2022/11/08/doctorow-giblin-first-speaker-announcement-ada-forum-2023/
[20] https://kevinschewe.com
[19] https://craphound.com/shop/

Top URLs in Tweet in G1:
[43] https://twitter.com/BasedLibrarian/status/1559370012871245827/photo/1
[25] https://twitter.com/ALALibrary/status/1593701097880829954/photo/1
[9] https://www.eventscribe.net/2023/LibLearnX/
[9] https://twitter.com/ALALibrary/status/1592539947302625280
[7] https://www.ala.org/aboutala/give-ala
[7] https://www.2023.alaliblearnx.org/
[7] https://www.ft.com/content/5d9ce954-ed2e-4c15-81d8-91a5b2a88905
[6] https://www.2023.alaliblearnx.org/registration
[6] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[5] https://uniteagainstbookbans.org/

Top URLs in Tweet in G2:
[14] https://www.eventscribe.net/2023/LibLearnX/
[6] https://twitter.com/ALALibrary/status/1593701097880829954/photo/1
[6] https://www.teenvogue.com/story/american-library-association-president-book-bans-censorship
[6] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[5] https://games.ala.org/gaming-librarian-spotlight-lucas-maxwell/
[4] https://www.nytimes.com/2022/12/13/learning/what-role-do-libraries-play-in-your-life.html#commentsContainer
[4] https://twitter.com/ALALibrary/status/1599821426344722433
[4] https://www.ala.org/tools/programming/apply
[4] https://www.2023.alaliblearnx.org/willie-mae-brown
[4] https://uniteagainstbookbans.org/

Top URLs in Tweet in G3:
[18] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[12] https://twitter.com/DanforthJb/status/1596654515914170369/photo/1
[6] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[4] https://twitter.com/SexHarassed/status/1598342702353055747/photo/1
[4] https://twitter.com/SexHarassed/status/1596995349843148801/photo/1
[4] https://twitter.com/SexHarassed/status/1603430562802409473/photo/1
[4] https://twitter.com/SexHarassed/status/1606183680086609920/photo/1
[4] https://twitter.com/SexHarassed/status/1607121117654781953/photo/1
[4] https://twitter.com/SexHarassed/status/1604404055173988352/photo/1
[4] https://twitter.com/SexHarassed/status/1603172329483390978/photo/1

Top URLs in Tweet in G4:
[24] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[20] http://celebratescience.blogspot.com/2022/12/sibert-smackdown-theres-still-time.html
[5] https://www.andersonsbookshop.com/mock-sibert-0
[4] https://twitter.com/mstewartscience/status/1605909286109970435/photo/1
[2] http://www.nonfictiondetectives.com/2022/12/sibert-award-picks.html
[2] https://twitter.com/aslan_magic/status/1597022604287582209/photo/1
[2] https://twitter.com/AuthorLisaFipps/status/1485627583228170245/photo/1
[1] https://twitter.com/mstewartscience/status/1593184884574801920/photo/1
[1] https://twitter.com/mstewartscience/status/1593193942929100801/photo/1
[1] https://twitter.com/mstewartscience/status/1593936877869883392/photo/1

Top URLs in Tweet in G5:
[16] https://kevinschewe.com
[7] https://michaelkelleyauthor.com/
[4] https://twitter.com/ZPBidar/status/1598346188734238722/photo/1
[1] https://paper.li/library_thug/1404079440?share_id=bdddba00-7356-11ed-ad57-fa163e65ae25
[1] https://paper.li/library_thug/1404079440?share_id=fba10c30-799f-11ed-ad57-fa163e65ae25
[1] https://paper.li/library_thug/1404079440?share_id=bda34db0-817b-11ed-ad57-fa163e65ae25
[1] https://paper.li/library_thug/1404079440?share_id=d2fca2e0-78d6-11ed-ad57-fa163e65ae25
[1] https://paper.li/library_thug/1404079440?share_id=7fbc5e80-728d-11ed-ad57-fa163e65ae25
[1] https://www.infodocket.com/2022/12/01/association-of-research-libraries-arl-statement-on-texas-library-coalition-for-united-action-agreement-with-elsevier-2022-urban-libraries-council-annual-forum-recap-and-more-headlines/
[1] https://twitter.com/LibCongressFCU/status/1597579904928858114/photo/1

Top URLs in Tweet in G6:
[4] https://twitter.com/arjun_sanyal/status/1600485459343609862/photo/1
[4] https://twitter.com/arjun_sanyal/status/1593246043025833985/photo/1
[4] https://twitter.com/arjun_sanyal/status/1593230717454282752/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600486933045583873/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600058437983162369/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600062804316557313/photo/1
[4] https://twitter.com/arjun_sanyal/status/1600487769364725762/photo/1
[4] https://digitalsocietypress.com
[3] https://twitter.com/arjun_sanyal/status/1593248141868158976/photo/1
[3] https://twitter.com/arjun_sanyal/status/1593228536571383809/photo/1

Top URLs in Tweet in G7:
[1] https://twitter.com/brianstalley/status/1604167701253218304/photo/1

Top URLs in Tweet in G8:
[6] https://careersingovernment.com/job/576991/library-reference-associate-adult-services-jn22-84lb/
[5] https://read.sourcebooks.com/?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[4] https://twitter.com/_dofdmd/status/1594124192576045058/photo/1
[4] https://twitter.com/Moms4Science/status/1597389493770006528/photo/1
[2] https://twitter.com/_dofdmd/status/1605635148157923328/photo/1
[2] https://twitter.com/_dofdmd/status/1605374343944478720/photo/1
[1] https://twitter.com/BetteMidler/status/1599107256657887234/photo/1
[1] https://twitter.com/witfnews/status/1595009273935036419
[1] https://twitter.com/FLFreedomRead/status/1595216381393645568
[1] https://www.charlotteobserver.com/opinion/article269302717.html

Top URLs in Tweet in G9:
[19] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[2] https://www.ala.org/tools/programming/apply
[1] https://twitter.com/QueenOfRats/status/1605360412173537280/photo/1
[1] https://twitter.com/ALALibrary/status/1605284016625680384
[1] https://twitter.com/DustinTheFife/status/1598362410397552641/photo/1
[1] https://twitter.com/bjportraits/status/1537968205544574979?s=20&t=lx0l5DjgI0GAWjZDkV-v6w
[1] https://www.tabletmag.com/sections/news/articles/billionaire-family-pushing-synthetic-sex-identities-ssi-pritzkers
[1] https://twitter.com/ALALibrary/status/1593701097880829954/photo/1
[1] https://www.npr.org/2022/11/12/1136267795/meet-the-longtime-librarian-being-honored-at-the-national-book-awards
[1] https://twitter.com/nationalbook/status/1593334390641262593

Top URLs in Tweet in G10:
[2] https://cdt.org/insights/coalition-letter-on-privacy-and-free-expression-threats-in-kids-online-safety-act/
[1] https://avpassociation.com/thought-leadership/kids-online-safety-act-age-verification/
[1] https://www.gofundme.com/f/legal-fees-for-librarian-amanda-jones
[1] https://louisianavoice.com/2022/11/19/amanda-jones-to-get-rehearing-monday-of-defamation-lawsuit-stemming-from-efforts-to-censor-library-content/
[1] https://www.nytimes.com/2022/11/17/opinion/librarian-book-bans-freedom-of-speech.html?smid=tw-share
[1] https://www.axios.com/2022/11/28/human-rights-lgbtq-organizations-kids-online-safety-act
[1] https://drive.google.com/file/d/1N60A5KhcXWh19H7ljdDrElW8zrV4KhXJ/view
[1] https://twitter.com/cobun/status/1597257996127854594/photo/1
[1] https://twitter.com/ashleyrgold/status/1597242970314797057
[1] https://twitter.com/ALALibrary/status/1599821426344722433

Top Domains
Top Domains in Tweet in Entire Graph:
[1374] twitter.com
[108] ala.org
[85] alaliblearnx.org
[63] blogspot.com
[33] paper.li
[27] eventscribe.net
[25] nytimes.com
[25] programminglibrarian.org
[24] uniteagainstbookbans.org
[22] acrl.org

Top Domains in Tweet in G1:
[316] twitter.com
[37] ala.org
[34] alaliblearnx.org
[10] uniteagainstbookbans.org
[10] programminglibrarian.org
[10] eventscribe.net
[7] ft.com
[6] spreadshirt.com
[4] americanlibrariesmagazine.org
[4] publishersweekly.com

Top Domains in Tweet in G2:
[311] twitter.com
[48] ala.org
[20] alaliblearnx.org
[17] eventscribe.net
[13] programminglibrarian.org
[10] uniteagainstbookbans.org
[8] nytimes.com
[6] teenvogue.com
[6] spreadshirt.com
[5] google.com

Top Domains in Tweet in G3:
[312] twitter.com
[18] archive.org
[14] blogspot.com
[8] ala.org
[8] nytimes.com
[5] washingtonpost.com
[4] youtube.com
[4] uniteagainstbookbans.org
[4] thepostmillennial.com
[2] wttw.com

Top Domains in Tweet in G4:
[45] blogspot.com
[42] twitter.com
[5] andersonsbookshop.com
[2] nonfictiondetectives.com
[1] paper.li
[1] youtube.com
[1] libguides.com
[1] google.com

Top Domains in Tweet in G5:
[48] twitter.com
[16] kevinschewe.com
[7] michaelkelleyauthor.com
[7] educativenewsroom.com
[5] paper.li
[2] ilovelibraries.org
[1] infodocket.com
[1] today.com
[1] amazon.com
[1] zrzutka.pl

Top Domains in Tweet in G6:
[62] twitter.com
[6] digitalsocietypress.com
[6] paper.li
[1] teenvogue.com
[1] arup.com
[1] srf.ch
[1] bibliotheksverband.de
[1] knowledgee.com
[1] linkedin.com
[1] futuristspeaker.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G8:
[40] twitter.com
[6] sourcebooks.com
[6] careersingovernment.com
[3] youtube.com
[2] ala.org
[1] charlotteobserver.com
[1] progressive.org
[1] msnbc.com
[1] instagram.com
[1] sunjournal.com

Top Domains in Tweet in G9:
[19] acrl.org
[10] twitter.com
[4] ala.org
[1] tabletmag.com
[1] npr.org
[1] nytimes.com
[1] enssib.fr

Top Domains in Tweet in G10:
[6] twitter.com
[3] cdt.org
[2] google.com
[1] avpassociation.com
[1] gofundme.com
[1] louisianavoice.com
[1] nytimes.com
[1] axios.com
[1] cbsnews.com
[1] change.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[296] librarians
[237] liblearnx23
[165] uniteagainstbookbans
[97] libraries
[81] parenting
[80] sibertsmackdown
[75] moms
[74] dads
[67] givingtuesday
[54] nonfiction



Top Hashtags in Tweet in G1:
[87] liblearnx23
[59] uniteagainstbookbans
[48] wyoming
[37] givingtuesday
[22] ala_carnegie
[19] nbawards
[14] freadom
[9] giveala
[9] libraries
[9] bookbans

Top Hashtags in Tweet in G2:
[77] liblearnx23
[55] librarians
[40] uniteagainstbookbans
[28] nbawards
[20] libraries
[20] librarytwitter
[16] givingtuesday
[11] librarian
[10] ala_carnegie
[9] intellectualfreedom

Top Hashtags in Tweet in G3:
[198] librarians
[81] parenting
[74] moms
[74] dads
[56] uniteagainstbookbans
[51] liblearnx23
[31] alaac23
[28] edchat
[19] libraries
[18] freadom

Top Hashtags in Tweet in G4:
[77] sibertsmackdown
[52] nonfiction
[31] kidslovenonfiction
[8] amreading
[5] teachers
[5] kidlit
[5] liblearnx23
[4] 3rdchat
[4] 4thchat
[4] 5thchat

Top Hashtags in Tweet in G5:
[23] scifi
[14] libraries
[14] librarians
[13] librariestransform
[11] strongertogether
[8] liblearnx23
[7] giveala
[7] mybookagents
[7] ian1
[7] sfrtg

Top Hashtags in Tweet in G6:
[15] libraries
[9] bibliotheksleitungstag2022
[7] publiclibraries
[6] librarians
[3] cildc
[3] liblearnx23
[3] books
[2] librarytwitter
[2] library
[2] bibliotheken

Top Hashtags in Tweet in G8:
[6] bannedbooks
[6] freepeoplereadfreely
[6] careeropportunity
[6] applynow
[6] jobsearch
[6] jobalert
[3] uniteagainstbookbans
[3] intellectualfreedom
[2] givingtuesday
[2] righttoread

Top Hashtags in Tweet in G9:
[3] librarians
[1] uniteagainstbookbans
[1] nbawards
[1] libraries
[1] ala_carnegie
[1] listeners
[1] episodes
[1] ilovemylibrarian
[1] liblearnx23

Top Hashtags in Tweet in G10:
[4] lgbtq
[4] rainbowlibrary
[2] ageverification
[2] censorship
[1] kosa
[1] lgbt
[1] books
[1] audio
[1] proudboys
[1] patriotfront

Top Words
Top Words in Tweet in Entire Graph:
[3736] alalibrary
[1170] library
[708] books
[635] libraries
[616] school
[565] sexharassed
[516] ala
[515] book
[502] librarians
[366] public

Top Words in Tweet in G1:
[1056] alalibrary
[392] library
[242] books
[228] libraries
[168] book
[142] everyone
[135] those
[130] day
[125] more
[123] ala

Top Words in Tweet in G2:
[1005] alalibrary
[358] library
[236] aasl
[228] school
[220] librarians
[218] ala
[213] books
[154] public
[147] lms_united
[139] libraries

Top Words in Tweet in G3:
[788] alalibrary
[556] sexharassed
[265] school
[250] children
[205] library
[198] #librarians
[157] parents
[145] books
[136] book
[126] librarians

Top Words in Tweet in G4:
[161] alalibrary
[86] chanastiefel
[81] mstewartscience
[77] still
[77] #sibertsmackdown
[69] time
[61] chipublib
[59] holocaustmuseum
[59] sljournal
[59] scholastic

Top Words in Tweet in G5:
[79] alalibrary
[34] libraryjournal
[25] ರ
[23] #scifi
[22] bushfdn
[20] librarycongress
[20] ತ
[20] ಯ
[20] ಲ
[17] librarian

Top Words in Tweet in G6:
[64] alalibrary
[29] alianational
[21] cilipinfo
[20] arup
[18] eblida
[17] library
[17] ifla
[17] libraries
[15] oclc_de
[13] bibverband

Top Words in Tweet in G7:
[12] alalibrary
[11] conceptualjames
[11] sec_walters
[11] dadephelan
[11] senategop
[11] texassenategop
[11] texasgop
[11] iamlisalogan
[11] unwokablepod
[11] kellyske

Top Words in Tweet in G8:
[120] alalibrary
[58] ncacensorship
[57] _dofdmd
[47] book
[42] _dofd
[41] penamerica
[37] read
[35] flfreedomread
[34] banned
[28] liberty

Top Words in Tweet in G9:
[85] alalibrary
[62] time
[51] fobettarh
[44] remember
[44] ala
[42] black
[41] people
[41] florida
[41] having
[40] ignored

Top Words in Tweet in G10:
[30] alalibrary
[21] aclu
[18] glaad
[18] eff
[17] online
[16] safety
[15] kids
[15] act
[14] letter
[13] opposing

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[172] library,workers
[164] public,library
[121] police,officer
[121] school,librarians
[118] library,tx
[118] officer,behind
[118] books,wrong
[118] behind,desk
[117] wrong,instead
[117] desk,scrutinizing

Top Word Pairs in Tweet in G1:
[105] alalibrary,sad
[105] library,doors
[105] lock,library
[104] decision,made
[104] doors,everyone
[104] day,jamestown
[104] those,vot
[104] jamestown,decision
[104] everyone,those
[104] sad,day

Top Word Pairs in Tweet in G2:
[125] public,library
[115] police,officer
[113] behind,desk
[113] officer,behind
[112] books,wrong
[112] privatized,police
[112] wrong,instead
[112] tx,privatized
[112] library,tx
[112] scrutinizing,books

Top Word Pairs in Tweet in G3:
[92] library,association
[82] american,library
[74] #moms,#dads
[71] sexharassed,breaking
[70] #parenting,#moms
[67] alalibrary,oif
[66] school,libraries
[63] lawn,boy
[61] sexharassed,alalibrary
[59] graphic,child

Top Word Pairs in Tweet in G4:
[67] time,#sibertsmackdown
[58] alalibrary,scholastic
[57] scholastic,holocaustmuseum
[56] chipublib,alalibrary
[55] sljournal,chipublib
[48] anyone,still
[45] best,nonfiction
[44] nonfiction,lists
[44] thanksgiving,come
[44] early,learned

Top Word Pairs in Tweet in G5:
[20] bushfdn,alalibrary
[17] historical,events
[17] cataclysmic,fiction
[17] ease,combining
[17] artistic,ease
[17] schewe,artistic
[17] combining,familiar
[17] events,cataclysmic
[17] familiar,historical
[17] exhilarating,pre

Top Word Pairs in Tweet in G6:
[23] alianational,alalibrary
[16] cilipinfo,alianational
[15] arup,cilipinfo
[8] urbanlibcouncil,culc_cbuc
[7] naplesislib,urbanlibcouncil
[7] aliasa_group,aliavic
[7] aliavic,alianational
[6] eblida,nexbib_eu
[6] alalibrary,prediction
[6] lizmcgettigan,eblida

Top Word Pairs in Tweet in G7:
[11] dadephelan,gregabbott_tx
[11] gop,texassenategop
[11] mattrinalditx,austintxyrs
[11] senategop,housegop
[11] conceptualjames,iamlisalogan
[11] claytravis,gopleader
[11] unwokablepod,kellyske
[11] jenn_mcw,couragehabit
[11] sec_walters,unwokablepod
[11] texassenategop,senategop

Top Word Pairs in Tweet in G8:
[28] _dofd,penamerica
[26] ncacensorship,alalibrary
[23] moms,liberty
[22] flfreedomread,ncacensorship
[21] penamerica,flfreedomread
[20] actually,read
[20] book,banned
[19] member,demands
[19] kind,entitled
[19] again,special

Top Word Pairs in Tweet in G9:
[41] black,people
[40] voices,black
[40] alalibrary,ignored
[40] time,alalibrary
[40] florida,stand
[40] people,having
[40] ignored,voices
[40] annual,florida
[40] remember,time
[40] having,annual

Top Word Pairs in Tweet in G10:
[15] glaad,eff
[15] kids,online
[15] online,safety
[15] aclu,glaad
[15] safety,act
[13] act,signed
[13] eff,publicknowledge
[13] publicknowledge,alalibrary
[13] axios,letter
[13] opposing,kids

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@lms_united
@chanastiefel
@morgan_j_talty
@danforthjb
@sangramm1968
@simply_rain_s
@monicatolva
@mamagrizzlyorg

Top Replied-To in G1:
@alalibrary
@morgan_j_talty
@epochtimes
@codastory
@juddlegum
@shuforcongress
@lms_united
@bettemidler
@kellyyanghk
@thrasherxy

Top Replied-To in G2:
@lms_united
@alalibrary
@simply_rain_s
@monicatolva
@stevelibrarian
@edrabinski
@indiestacks
@abmack33
@manga_librarian
@sthornbery

Top Replied-To in G3:
@sexharassed
@mamagrizzlyorg
@moms4liberty
@danforthjb
@alalibrary
@libsoftiktok
@conceptualjames
@againstgrmrs
@drockmiller
@luce_lexi

Top Replied-To in G4:
@chanastiefel
@mstewartscience
@shannonstocker_
@aeslibs
@zmbennett
@staceybethr
@mbstr8k
@kimbrap
@pvmslibraryri
@lhesterman

Top Replied-To in G5:
@twejaka
@jaxonxturner
@seccardona
@narendramodi
@alalibrary
@cityofsib
@zpbidar
@whmcounselling

Top Replied-To in G6:
@arup
@lizmcgettigan
@oclc_de
@stpnlibrarian
@jeanettecastle
@abdullah_5855
@dnb_aktuelles
@librarycongress
@seanjmcnamara1
@society_press

Top Replied-To in G7:
@danforthjb
@repstickland

Top Replied-To in G8:
@alalibrary
@_dofdmd
@sragalbraith
@flfreedomread
@amyelizabethvb
@saysaudience
@craigni40397745
@jaxonxturner
@writingmagpie
@southern_lib_af

Top Replied-To in G9:
@fobettarh
@rollin_academic
@alalibrary
@queenofrats
@soulcitysigma
@sexharassed
@indiestacks
@dustinthefife
@isabellibrarian

Top Replied-To in G10:
@eff
@alalibrary
@the_avpa
@librarypolicy
@kbtxrusty

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@sexharassed
@aasl
@oif
@edrabinski
@moms4liberty
@monicatolva
@washingtonpost
@lessa4libraries
@e_hellerstein

Top Mentioned in G1:
@alalibrary
@e_hellerstein
@codastory
@epochtimes
@tin_house
@basedlibrarian
@morgan_j_talty
@penamerica
@libkatem
@dribram

Top Mentioned in G2:
@alalibrary
@aasl
@edrabinski
@monicatolva
@lessa4libraries
@lms_united
@freadomfighters
@oif
@everylibrary
@traciedhall1

Top Mentioned in G3:
@alalibrary
@sexharassed
@washingtonpost
@moms4liberty
@oif
@mamagrizzlyorg
@danforthjb
@nytimes
@conceptualjames
@againstgrmrs

Top Mentioned in G4:
@alalibrary
@mstewartscience
@chipublib
@scholastic
@holocaustmuseum
@sljournal
@wearealsc
@chanastiefel
@staceybethr
@aslan_magic

Top Mentioned in G5:
@alalibrary
@libraryjournal
@bushfdn
@librarycongress
@stephenlewisfdn
@nyakaglobal
@unocha
@rotary
@actionaiduganda
@usaidsaveslives

Top Mentioned in G6:
@alalibrary
@alianational
@cilipinfo
@ifla
@eblida
@bibverband
@urbanlibcouncil
@culc_cbuc
@antjetheise
@cilip_ilig

Top Mentioned in G7:
@alalibrary
@moms4liberty
@conceptualjames
@iamlisalogan
@jenn_mcw
@sec_walters
@unwokablepod
@kellyske
@texasgop

Top Mentioned in G8:
@alalibrary
@ncacensorship
@_dofdmd
@_dofd
@penamerica
@flfreedomread
@dadsliberty
@sourcebooks
@bettemidler
@ftrf

Top Mentioned in G9:
@alalibrary
@fobettarh
@queenofrats
@crl_acrl
@dustinthefife
@thegnarrator
@jclc2022
@lms_united
@edrabinski
@monicatolva

Top Mentioned in G10:
@alalibrary
@aclu
@glaad
@eff
@axios
@publicknowledge
@cobun
@glsen
@americansunited

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@protestmusica
@katcapps
@cherrymischivus
@docwashburn
@mtrushmore2016
@cnbsnana
@adekleine
@guardian
@adunlea

Top Tweeters in G1:
@protestmusica
@katcapps
@cnbsnana
@adekleine
@adunlea
@allentien
@paulmick
@bluedillygal
@foxnews
@ebscbwi

Top Tweeters in G2:
@pinchandscrimp
@dmellieon
@pfanderson
@whtabtpineapple
@hoosier47906
@fangirl31
@mjcaswell
@bjadams156
@librariesval
@therealgloria

Top Tweeters in G3:
@docwashburn
@mtrushmore2016
@eileendiana
@nytimes
@washingtonpost
@1artniece2
@lclynick
@safelibraries
@blaugast
@dawnegray3

Top Tweeters in G4:
@cherrymischivus
@alicekeeler
@debraj112
@b0tsci
@chicagotribune
@onyxgata
@52wlbot
@chrystalchipria
@vrvalicento
@ncte

Top Tweeters in G5:
@guardian
@marksandspencer
@mailonline
@latimes
@citi973
@abc
@dailymailuk
@usatoday
@gyaigyimii
@ap

Top Tweeters in G6:
@greggkrupa
@srfnews
@lareviewofbooks
@oatp
@fabjerennt
@sharjahbookauth
@cilipinfo
@lithub
@nickpoole1
@bne_biblioteca

Top Tweeters in G7:
@claytravis
@johncornyn
@chiproytx
@james_e_white
@sentedcruz
@texasgop
@toddahunter
@repmattkrause
@repkevinbrady
@mattrinalditx

Top Tweeters in G8:
@socratic1
@a22523
@alasdairstuart
@abelfrageauthor
@sassybibrarian
@careersingov
@witfnews
@texczex
@susie_lastname
@angelicmousegrl

Top Tweeters in G9:
@sickfemme
@globalcmrpt
@magpie839
@iridienne
@thartman2u
@nicoh715
@inaljnaomi
@queenofrats
@loba_femme
@bjportraits

Top Tweeters in G10:
@the_hindu
@daviddark
@senatorshoshana
@rufuspolk
@mvario1
@rtmannjr
@ameckeco
@oliverstein15
@axios
@wbrz


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