ALALibrary, Twitter, 12/15/2022 5:29:53 AM, 286319


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ALALibrary_2022-12-14_20-30-40.xlsx
ALALibrary_2022-12-14_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 15, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3iUTRas
@alalibrary
@flexlibris
@sexharassed
@brianstalley
@arjun_sanyal
@jaxonxturner
@inkyelbows
@truthlafayette
@penamerica
@mstewartscience

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

Description:
Description
The graph represents a network of 5,931 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, 15 December 2022 at 04:42 UTC.

The requested start date was Thursday, 15 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 72-day, 7-hour, 31-minute period from Monday, 03 October 2022 at 16:21 UTC to Wednesday, 14 December 2022 at 23:53 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 : 5931
Unique Edges : 8589
Edges With Duplicates : 16363
Total Edges : 24952
Number of Edge Types : 5
Mentions : 10501
Replies to : 1715
Retweet : 4135
MentionsInRetweet : 8120
Tweet : 481
Self-Loops : 507
Reciprocated Vertex Pair Ratio : 0.0474287032054731
Reciprocated Edge Ratio : 0.0905621605753706
Connected Components : 89
Single-Vertex Connected Components : 74
Maximum Vertices in a Connected Component : 5825
Maximum Edges in a Connected Component : 24853
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.243422
Graph Density : 0.000387423327797496
Modularity : 0.385828
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,931 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, 15 December 2022 at 04:42 UTC.

The requested start date was Thursday, 15 December 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 72-day, 7-hour, 31-minute period from Monday, 03 October 2022 at 16:21 UTC to Wednesday, 14 December 2022 at 23:53 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:
[83] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[57] https://uniteagainstbookbans.org/
[33] https://www.2023.alaliblearnx.org/registration
[30] https://twitter.com/ALALibrary/status/1576935192408752128
[26] https://www.2023.alaliblearnx.org/cory-doctorow
[25] http://celebratescience.blogspot.com/2022/11/its-time-for-sibert-smackdown.html
[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
[22] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[22] https://www.eventscribe.net/2023/LibLearnX/

Top URLs in Tweet in G1:
[79] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[32] https://www.2023.alaliblearnx.org/registration
[22] https://www.eventscribe.net/2023/LibLearnX/
[19] https://www.2023.alaliblearnx.org/liblearnx-travel-grant
[13] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[10] https://uniteagainstbookbans.org/vote/
[10] https://www.ala.org/aboutala/give-ala
[9] https://uniteagainstbookbans.org/
[8] https://www.2023.alaliblearnx.org/
[8] https://uniteagainstbookbans.org/pledge/

Top URLs in Tweet in G2:
[19] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[17] https://safelibraries.blogspot.com/2022/10/right-to-read-act-ethics-complaint.html
[6] https://twitter.com/alalibrary/status/1576935192408752128
[5] https://uniteagainstbookbans.org/pledge/
[4] https://www.ala.org/news/press-releases/2022/10/ala-applauds-new-school-library-legislation-widen-access-students-nationwide
[3] https://twitter.com/SexHarassed/status/1578141661850644481
[3] https://uniteagainstbookbans.org/toolkit
[2] https://twitter.com/sexharassed/status/1585621331315408902
[2] https://twitter.com/sexharassed/status/1580984485251731456
[2] https://www.youtube.com/clip/UgkxkMJFBkH5IFLMAaQaDR1iups-9FDZ5tNj

Top URLs in Tweet in G3:
[43] https://uniteagainstbookbans.org/
[20] https://crln.acrl.org/index.php/crlnews/article/view/25706/33637
[19] https://www.2023.alaliblearnx.org/cory-doctorow
[11] https://digital.org.au/2022/11/08/doctorow-giblin-first-speaker-announcement-ada-forum-2023/
[7] https://www.ucl.ac.uk/laws/events/2023/feb/online-chokepoint-capitalism-can-it-be-defeated
[6] https://www.alastore.ala.org/letsroll
[6] https://digitalsocietypress.com
[4] https://2023.alaliblearnx.org/
[4] https://www.wnycstudios.org/story/libraries-under-attack-on-the-media/
[3] https://games.ala.org/gaming-librarian-spotlight-lucas-maxwell/

Top URLs in Tweet in G4:
[2] https://uniteagainstbookbans.org/
[1] https://twitter.com/alalibrary/status/1576935192408752128
[1] https://twitter.com/stevelibrarian/status/1600203753004597271
[1] https://twitter.com/ALALibrary/status/1576935192408752128

Top URLs in Tweet in G5:
[7] https://louisiana.libguides.com/AATH
[7] https://www.ft.com/content/5d9ce954-ed2e-4c15-81d8-91a5b2a88905
[5] https://www.nytimes.com/2022/11/23/opinion/thankful-libraries-books.html?smid=nytcore-ios-share&referringSource=articleShare
[4] https://www.ala.org/tools/challengesupport/report
[2] https://s-271223-i.sgizmo.com/s3/i-7LZAkxh6k7rkhWGA7Q-5738056/?sguid=7LZAkxh6k7rkhWGA7Q
[2] https://docs.google.com/spreadsheets/d/1MjjUSA11cQSG18N6VMcYsg0JIvII_i0EtD0-7tZLY0I/edit#gid=0
[2] https://podcasts.apple.com/us/podcast/school-librarians-united-with-amy-hermon/id1434321470?i=1000588493691
[2] https://elearning.ala.org/local/catalog/view/product.php?productid=698
[2] https://twitter.com/ALALibrary/status/1576935192408752128
[2] https://www.publishersweekly.com/pw/by-topic/industry-news/libraries/article/90365-everylibrary-poll-finds-book-bans-are-broadly-unpopular-with-voters.html

Top URLs in Tweet in G6:
[17] https://kevinschewe.com
[15] https://michaelkelleyauthor.com/
[7] https://careersingovernment.com/job/576991/library-reference-associate-adult-services-jn22-84lb/
[2] https://twitter.com/jaxonxturner/status/1594220069093052416
[2] http://www.williamrstanek.com
[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://www.eventbrite.com/e/cleveland-reads-kickoff-event-tickets-461805321147
[1] https://www.ala.org/tools/history-ala-library
[1] https://www.ala.org/aboutala/offices/muscogee-and-cherokee-tribes-georgia
[1] https://twitter.com/ALALibrary/status/1576935192408752128

Top URLs in Tweet in G7:
[23] 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
[3] https://heavymedal.slj.com/2022/10/03/the-stakes-have-risen-its-nomination-season/#comment-19622
[1] https://event.on24.com/wcc/r/3958609/E75CE450E986F54E148271E270867F74?partnerref=SLJSPNSRLerner101322KidsLoveNonfiction
[1] https://twitter.com/i/web/status/1579110707630833665
[1] http://celebratescience.blogspot.com/2022/01/best-nonfiction-of-2021-roundup.html
[1] https://www.marketplace.org/2022/10/03/public-libraries-underfunded-social-services/
[1] https://twitter.com/mstewartscience/status/1593184884574801920
[1] https://twitter.com/i/web/status/1579235197043998720

Top URLs in Tweet in G9:
[5] https://twitter.com/i/broadcasts/1mnxeRbaenqKX
[5] https://americaatthelibrary.splashthat.com/Twitter
[4] https://www.washingtonpost.com/opinions/2022/10/02/jamestown-patmos-library-defund-book-bans-lgbtq/
[3] https://www.choice360.org/webinars/new-white-house-open-access-rules-how-libraries-can-help-researchers-faculty-scale-the-paywall/?utm_source=hootsuite&utm_medium=twitter&utm_campaign=general&utm_term=symplectic#Register
[3] https://bit.ly/3FiYxjGat
[2] https://proctorio.com/about/accessibility
[2] https://www.washingtonpost.com/opinions/2022/10/02/jamestown-patmos-library-defund-book-bans-lgbtq
[1] https://twitter.com/i/web/status/1585736218935017472
[1] https://twitter.com/i/web/status/1585741417116499969
[1] https://www.bloomberg.com/news/articles/2022-09-20/to-defend-democracy-protect-your-public-library

Top URLs in Tweet in G10:
[3] https://twitter.com/ALALibrary/status/1579906182105350144
[2] https://twitter.com/alalibrary/status/1579906182105350144
[2] https://www.ala.org/rusa/awards/carnegie-medals/2023-winners
[2] https://twitter.com/ALALibrary/status/1592539947302625280
[1] https://us.macmillan.com/books/9781250796639/theviralunderclass
[1] http://raforall.blogspot.com/2022/10/what-im-reading-andrew-carnegie-medal.html
[1] https://twitter.com/rachelegross/status/1592569982344650752
[1] https://twitter.com/i/web/status/1579912952245006338
[1] https://twitter.com/i/web/status/1598681507660431362
[1] https://twitter.com/i/web/status/1579934325839384576

Top Domains
Top Domains in Tweet in Entire Graph:
[746] twitter.com
[248] ala.org
[121] alaliblearnx.org
[107] uniteagainstbookbans.org
[74] blogspot.com
[26] eventscribe.net
[24] programminglibrarian.org
[23] youtube.com
[22] bit.ly
[22] acrl.org

Top Domains in Tweet in G1:
[257] twitter.com
[165] ala.org
[91] alaliblearnx.org
[41] uniteagainstbookbans.org
[24] eventscribe.net
[23] programminglibrarian.org
[16] bit.ly
[13] spreadshirt.com
[10] americanlibrariesmagazine.org
[8] sourcebooks.com

Top Domains in Tweet in G2:
[148] twitter.com
[25] blogspot.com
[19] archive.org
[16] uniteagainstbookbans.org
[14] ala.org
[9] youtube.com
[3] google.com
[3] fastly.net
[2] nytimes.com
[2] cla-net.org

Top Domains in Tweet in G3:
[68] twitter.com
[44] uniteagainstbookbans.org
[28] alaliblearnx.org
[27] ala.org
[20] acrl.org
[11] org.au
[7] ac.uk
[7] digitalsocietypress.com
[6] wnycstudios.org
[3] forms.gle

Top Domains in Tweet in G4:
[3] twitter.com
[2] uniteagainstbookbans.org

Top Domains in Tweet in G5:
[55] twitter.com
[23] ala.org
[7] libguides.com
[7] ft.com
[6] nytimes.com
[4] apple.com
[4] publishersweekly.com
[3] google.com
[3] uniteagainstbookbans.org
[2] sgizmo.com

Top Domains in Tweet in G6:
[32] twitter.com
[17] kevinschewe.com
[15] michaelkelleyauthor.com
[7] careersingovernment.com
[3] ala.org
[3] youtube.com
[3] williamrstanek.com
[2] infodocket.com
[1] eventbrite.com
[1] velocityofcontentpodcast.com

Top Domains in Tweet in G7:
[44] blogspot.com
[5] andersonsbookshop.com
[4] twitter.com
[3] slj.com
[1] on24.com
[1] marketplace.org
[1] washingtonpost.com
[1] co.jp

Top Domains in Tweet in G9:
[10] twitter.com
[6] splashthat.com
[6] washingtonpost.com
[4] choice360.org
[3] themarkup.org
[3] proctorio.com
[3] bit.ly
[1] bloomberg.com
[1] npr.org
[1] ala.org

Top Domains in Tweet in G10:
[14] twitter.com
[2] ala.org
[1] macmillan.com
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[292] liblearnx23
[286] librarians
[280] ala_carnegie
[210] uniteagainstbookbans
[143] libraries
[118] nonfiction
[97] fiction
[79] parenting
[79] sibertsmackdown
[76] moms



Top Hashtags in Tweet in G1:
[220] ala_carnegie
[165] liblearnx23
[102] uniteagainstbookbans
[87] fiction
[57] nonfiction
[43] wyoming
[40] givingtuesday
[24] nbawards
[21] libraries
[17] intellectualfreedom

Top Hashtags in Tweet in G2:
[199] librarians
[89] uniteagainstbookbans
[79] parenting
[76] moms
[76] dads
[67] liblearnx23
[45] edchat
[32] alaac23
[28] libraries
[25] dearborn

Top Hashtags in Tweet in G3:
[29] liblearnx23
[24] libraries
[19] librarians
[15] librarian
[8] nbawards
[8] library
[8] dungeonsanddragons
[6] letsroll
[5] givingtuesday
[5] liblearnx

Top Hashtags in Tweet in G5:
[55] librarians
[48] bannedintheusa
[48] ya
[24] librarytwitter
[15] intellectualfreedom
[12] schoollibrarians
[11] ifrt
[9] liblearnx23
[9] freadom
[8] righttoread

Top Hashtags in Tweet in G6:
[32] scifi
[15] mybookagents
[15] ian1
[15] sfrtg
[15] scifibookclub
[7] careeropportunity
[7] applynow
[7] jobsearch
[7] jobalert
[4] phled

Top Hashtags in Tweet in G7:
[74] sibertsmackdown
[53] nonfiction
[34] kidslovenonfiction
[9] liblearnx23
[8] kidlit
[8] amreading
[4] 3rdchat
[4] 4thchat
[4] 5thchat
[4] teachers

Top Hashtags in Tweet in G8:
[5] savesocialsecurity
[5] neverforgetjanuary6th
[5] readbannedbooks
[4] womensrightsarehumanrights
[4] guncontrol
[1] uniteagainstbookbans
[1] votebluetosavedemocracy
[1] votewarnock
[1] protectwomensrights

Top Hashtags in Tweet in G9:
[49] libraries
[27] nahm
[15] mellonevent
[12] library
[9] ostpmemo
[8] openaccess
[7] nelsonmemo
[6] booksuniteus
[6] ireadbannedbooks
[6] freadom

Top Hashtags in Tweet in G10:
[32] ala_carnegie
[5] nonfiction
[4] callingforablanketdance
[4] fiction
[1] solito
[1] vaginaobscura

Top Words
Top Words in Tweet in Entire Graph:
[4965] alalibrary
[1079] library
[974] more
[774] see
[725] books
[718] libraries
[640] issue
[629] press
[616] sexharassed
[611] book

Top Words in Tweet in G1:
[1522] alalibrary
[386] library
[295] 2023
[273] congratulations
[273] libraries
[252] excellence
[248] books
[244] medals
[224] ala
[220] #ala_carnegie

Top Words in Tweet in G2:
[1031] alalibrary
[601] sexharassed
[257] library
[244] school
[212] read
[199] #librarians
[184] right
[160] ala
[156] oif
[154] act

Top Words in Tweet in G3:
[610] alalibrary
[149] library
[136] edrabinski
[113] time
[98] ala
[95] join
[81] book
[71] libraries
[67] right
[65] support

Top Words in Tweet in G4:
[565] fundamental
[564] issue
[564] press
[564] attention
[564] glad
[564] premise
[564] incorrect
[564] more
[564] major
[564] see

Top Words in Tweet in G5:
[518] alalibrary
[218] aasl
[160] school
[130] penamerica
[129] lms_united
[114] books
[107] librarians
[77] book
[71] banned
[68] read

Top Words in Tweet in G6:
[135] alalibrary
[48] libraryjournal
[32] #scifi
[30] deep
[30] heavily
[30] sci
[30] charming
[30] dharma
[30] requires
[30] dives

Top Words in Tweet in G7:
[183] alalibrary
[90] mstewartscience
[88] chanastiefel
[76] sljournal
[74] #sibertsmackdown
[70] still
[68] time
[64] wearealsc
[60] scholastic
[57] chipublib

Top Words in Tweet in G8:
[19] alalibrary
[15] gopleader
[14] housegop
[11] dadephelan
[11] unwokablepod
[11] senategop
[11] kellyske
[11] texasgopvote
[11] texasgop
[11] gop

Top Words in Tweet in G9:
[105] alalibrary
[86] mellonfdn
[49] #libraries
[47] join
[46] library
[37] libraries
[34] traciedhall1
[32] together
[31] 10
[31] 27

Top Words in Tweet in G10:
[98] alalibrary
[61] excellence
[61] 2023
[58] medals
[50] kathrynschulz
[46] wwnorton
[46] congratulations
[46] adacalhoun
[45] rachelegross
[44] edyong209

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[602] see,more
[600] attention,issue
[599] fundamental,premise
[599] more,major
[599] glad,see
[599] issue,fundamental
[599] press,attention
[599] major,press
[599] premise,incorrect
[479] iâ,glad

Top Word Pairs in Tweet in G1:
[223] medals,excellence
[195] 2023,#ala_carnegie
[188] #ala_carnegie,medals
[173] alalibrary,congratulations
[86] excellence,#fiction
[74] learn,more
[70] andrew,carnegie
[62] 2023,andrew
[61] #fiction,longlist
[56] carnegie,medals

Top Word Pairs in Tweet in G2:
[159] right,read
[142] library,association
[134] read,act
[130] american,library
[116] association,alalibrary
[107] graphic,child
[99] alalibrary,oif
[81] rights,challenge
[81] parental,rights
[81] act,indeed

Top Word Pairs in Tweet in G3:
[56] book,bans
[46] right,read
[43] bans,join
[43] support,right
[43] time,unite
[43] alalibrary,support
[43] unite,against
[43] join,alalibrary
[43] against,book
[43] library,workers

Top Word Pairs in Tweet in G4:
[564] attention,issue
[564] glad,see
[564] major,press
[564] more,major
[564] see,more
[564] premise,incorrect
[564] issue,fundamental
[564] press,attention
[564] fundamental,premise
[445] iâ,glad

Top Word Pairs in Tweet in G5:
[87] alalibrary,aasl
[62] aasl,alalibrary
[57] lms_united,alalibrary
[48] found,nearly
[48] 317,picture
[48] recent,#bannedintheusa
[48] #ya,books
[48] books,bans
[48] bans,included
[48] nearly,banned

Top Word Pairs in Tweet in G6:
[30] fi,thriller
[30] deep,dives
[30] dives,dharma
[30] thriller,requires
[30] charming,heavily
[30] sci,fi
[30] requires,deep
[30] influenced,sci
[29] dharma,kirkus
[28] kirkus,reviews

Top Word Pairs in Tweet in G7:
[66] time,#sibertsmackdown
[59] alalibrary,scholastic
[57] scholastic,holocaustmuseum
[56] chipublib,alalibrary
[55] sljournal,chipublib
[47] best,nonfiction
[46] nonfiction,lists
[46] thanksgiving,come
[46] early,learned
[46] come,early

Top Word Pairs in Tweet in G8:
[11] jenn_mcw,couragehabit
[11] claytravis,gopleader
[11] moms4liberty,conceptualjames
[11] danforthjb,alalibrary
[11] couragehabit,sec_walters
[11] alalibrary,moms4liberty
[11] gopleader,gop
[11] dadephelan,gregabbott_tx
[11] mattrinalditx,austintxyrs
[11] texasgopvote,dadephelan

Top Word Pairs in Tweet in G9:
[31] 10,27
[26] join,mellonfdn
[24] free,livestream
[24] livestream,event
[24] together,free
[24] people,together
[24] traciedhall1,alalibrary
[24] #libraries,bring
[24] bring,people
[23] tracie,hall

Top Word Pairs in Tweet in G10:
[57] medals,excellence
[39] kathrynschulz,alalibrary
[38] alalibrary,wwnorton
[37] edyong209,meghanor
[36] meghanor,adacalhoun
[36] adacalhoun,kathrynschulz
[33] andrew,carnegie
[33] celadonbooks,carnegiecorp
[33] carnegiecorp,alalibrary
[32] carnegie,medals

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@lms_united
@chanastiefel
@morgan_j_talty
@thrasherxy
@1000saturdays
@takemeback1980
@rachelegross
@patrioticpurple

Top Replied-To in G1:
@alalibrary
@morgan_j_talty
@sindyabhanoo
@epochtimes
@mario_presents
@bettemidler
@huahsu
@lms_united
@aquinasnmore
@ala_archives

Top Replied-To in G2:
@sexharassed
@librarybabbitt
@libsoftiktok
@moms4liberty
@alalibrary
@danforthjb
@ucfreespeechctr
@couragehabit
@drockmiller
@luce_lexi

Top Replied-To in G3:
@edrabinski
@arup
@sadie76092
@alalibrary
@stevelibrarian
@fobettarh
@indiestacks
@trixietricoter
@doctorow
@takemeback1980

Top Replied-To in G5:
@lms_united
@simply_rain_s
@alalibrary
@abmack33
@_dofdmd
@manga_librarian
@sthornbery
@tljamesa
@skjohns
@1000saturdays

Top Replied-To in G6:
@alyssa_milano
@hunt4change
@jaxonxturner
@zpbidar
@tracyshawn
@writingmagpie
@aftunion
@seccardona
@femcondition
@palmerreport

Top Replied-To in G7:
@chanastiefel
@mstewartscience
@shannonstocker_
@sexharassed
@staceybethr
@aeslibs
@city_of_dragons
@authorlisafipps
@sandra_markle
@litandlablover

Top Replied-To in G8:
@danforthjb
@gopleader
@sexharassed
@alalibrary
@sarahhuckabee

Top Replied-To in G9:
@linkletter
@dzstone
@mellonfdn
@james3neal
@alalibrary
@bcit
@michael_cypress
@lasher_lane

Top Replied-To in G10:
@thrasherxy
@rachelegross
@adacalhoun
@morgan_j_talty
@daviddtss
@damonyoungvsb
@xochitltheg
@ismashfizzle
@alalibrary
@meghanor

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@flexlibris
@sexharassed
@oif
@aasl
@edrabinski
@penamerica
@traciedhall1
@uabookbans
@lessa4libraries

Top Mentioned in G1:
@alalibrary
@uabookbans
@tin_house
@prhlibrary
@basedlibrarian
@epochtimes
@morgan_j_talty
@oif
@ala_booklist
@j_escoffery

Top Mentioned in G2:
@alalibrary
@sexharassed
@oif
@moms4liberty
@againstgrmrs
@libsoftiktok
@thedemocrats
@realchrisrufo
@senjackreed
@repraulgrijalva

Top Mentioned in G3:
@alalibrary
@edrabinski
@doctorow
@lessa4libraries
@fobettarh
@otmbrooke
@traciedhall1
@aclu
@oif
@naacp

Top Mentioned in G4:
@flexlibris
@alalibrary
@indiestacks
@oif
@fobettarh
@edrabinski
@noethematt
@manga_librarian
@lessa4libraries

Top Mentioned in G5:
@alalibrary
@aasl
@penamerica
@lms_united
@ncacensorship
@_dofdmd
@_dofd
@freadomfighters
@everylibrary
@ncssnetwork

Top Mentioned in G6:
@alalibrary
@libraryjournal
@oif
@pftlocal3
@librarianprblms
@ncacensorship
@aftunion
@aasl
@musiclibassoc
@nypl

Top Mentioned in G7:
@alalibrary
@sljournal
@mstewartscience
@wearealsc
@scholastic
@chipublib
@holocaustmuseum
@chanastiefel
@staceybethr
@aslan_magic

Top Mentioned in G8:
@alalibrary
@housegop
@moms4liberty
@conceptualjames
@iamlisalogan
@jenn_mcw
@couragehabit
@sec_walters
@unwokablepod
@kellyske

Top Mentioned in G9:
@alalibrary
@mellonfdn
@traciedhall1
@choice_reviews
@lapubliclibrary
@ala_acrl
@symplectic
@james3neal
@jewishlibraries
@whostp

Top Mentioned in G10:
@alalibrary
@kathrynschulz
@wwnorton
@edyong209
@adacalhoun
@meghanor
@celadonbooks
@carnegiecorp
@oscarhokeah
@rachelegross

Top Tweeters
Top Tweeters in Entire Graph:
@paul_cude
@matthewtwihard
@alhanda
@bella623
@gojira007x
@_do
@porridgeisgood
@mharvey816
@russelltim151
@watermelondriia

Top Tweeters in G1:
@adunlea
@sandykalano
@kaffe_takk
@dianeeugenio
@foxnews
@annfinster
@gawlinskilaura
@lise_latulippe
@nayasala
@kli_nev

Top Tweeters in G2:
@porridgeisgood
@docwashburn
@mtrushmore2016
@ladydshops
@nanteos620
@4annegs
@tumalwas
@nypost
@nytimes
@debrabuenik

Top Tweeters in G3:
@matthewtwihard
@gojira007x
@doctorow
@tuphlos
@daniellegembala
@hilarieashton
@circlereader
@aprilgreen93
@npars01
@katylied67

Top Tweeters in G4:
@jhamby
@lianabrooks
@kw1979
@mihrimah_fs
@krysilove
@cece_23spalding
@jwomack
@pecunium
@frankentan
@demuromarquez

Top Tweeters in G5:
@_do
@tummler10
@3pennymovies
@philcp69
@mjcaswell
@gma
@librariesval
@wkrn
@laurenfoxwrites
@sassybibrarian

Top Tweeters in G6:
@alhanda
@marksandspencer
@crystal4obama
@washingtonpost
@cnn
@daviddark
@theeconomist
@csmonitor
@bionicanadian
@ft

Top Tweeters in G7:
@cherrymischivus
@rtartboost
@debraj112
@b0tsci
@onyxgata
@52wlbot
@chrystalchipria
@loveofxena
@marketplace
@sljournal

Top Tweeters in G8:
@latimes
@ajc
@miamiherald
@tb_times
@morethanmysle
@elpasotimes
@claytravis
@texastribune
@womenintheworld
@wacotrib

Top Tweeters in G9:
@yayayarndiva
@ladylakemusic
@loudmouthkid62
@revmelanienola
@hnozgen
@unfortunatalie
@tuppydougherty
@chucksedwin1
@kevin_powell
@james3neal

Top Tweeters in G10:
@russelltim151
@allentien
@4evrstardancer
@sfdirewolf
@drmrfrancis
@nolaleyda
@activisthat_
@therealgloria
@shaboom
@notworkingphd


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