ALALibrary, Twitter, 4/21/2022 4:10:33 AM, 275197


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ALALibrary_2022-04-20_20-50-44.xlsx
ALALibrary_2022-04-20_20-50-44.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 21, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3jVMPzx
@alalibrary
@dabeard
@edrabinski
@mrandyngo
@bajekservices
@loidagarciafebo
@freadomfighters
@asmusj
@sexharassed
@ronbrownstein

Top hashtags:
#nationallibraryweek
#uniteagainstbookbans
#mylibrary

Description:
Description
The graph represents a network of 6,464 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, 21 April 2022 at 03:56 UTC.

The requested start date was Thursday, 21 April 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 16-day, 4-hour, 38-minute period from Monday, 04 April 2022 at 19:21 UTC to Thursday, 21 April 2022 at 00:00 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 : 6464
Unique Edges : 5342
Edges With Duplicates : 13195
Total Edges : 18537
Number of Edge Types : 5
Retweet : 5227
MentionsInRetweet : 7587
Mentions : 4404
Replies to : 1044
Tweet : 275
Self-Loops : 308
Reciprocated Vertex Pair Ratio : 0.0246206699112511
Reciprocated Edge Ratio : 0.0480581167924001
Connected Components : 109
Single-Vertex Connected Components : 81
Maximum Vertices in a Connected Component : 6307
Maximum Edges in a Connected Component : 18353
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.982935
Graph Density : 0.000257008477808944
Modularity : 0.404438
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,464 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, 21 April 2022 at 03:56 UTC.

The requested start date was Thursday, 21 April 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 16-day, 4-hour, 38-minute period from Monday, 04 April 2022 at 19:21 UTC to Thursday, 21 April 2022 at 00:00 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:
[69] https://uniteagainstbookbans.org/take-action/
[69] https://uniteagainstbookbans.org/
[53] https://www.chicagotribune.com/opinion/letters/ct-letters-vp-041222-20220411-thya3xun3rf6lifpw54twsqode-story.html
[33] https://twitter.com/ALALibrary/status/1514307830009974796
[24] https://www.ala.org/news/state-americas-libraries-report-2022
[22] https://twitter.com/alalibrary/status/1514307830009974796
[21] https://twitter.com/ALALibrary/status/1511338953902800901
[18] https://2022.alaannual.org/registration
[13] https://twitter.com/ALALibrary/status/1510629450819543045
[12] https://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek

Top URLs in Tweet in G1:
[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://twitter.com/bklyjudicial/status/1513545622682537984
[1] https://company.overdrive.com/2022/01/12/record-number-of-library-systems-surpass-1-million-ebook-circulation-for-2021/
[1] https://www.miraclesofkingman.com/
[1] https://www.amazon.com/dp/B07ZJNLGFT
[1] https://twitter.com/ALALibrary/status/1511051733170016261
[1] https://www.kron4.com/news/bay-area/mellon-foundation-grants-2m-to-san-francisco-public-library-to-expand-services-for-incarcerated/
[1] https://www.hollywoodreporter.com/lists/idina-menzel-john-lithgow-national-library-week-childrens-books/

Top URLs in Tweet in G2:
[54] https://uniteagainstbookbans.org/take-action/
[49] https://uniteagainstbookbans.org/
[14] https://www.ala.org/news/state-americas-libraries-report-2022
[10] https://2022.alaannual.org/registration
[10] https://lvccld.bibliocommons.com/list/share/1147440827_lvccld_adults/2083685999_alas_most_challenged_books_of_2021
[9] https://www.ala.org/conferencesevents/celebrationweeks/natlibraryweek
[7] https://ilovelibraries.org/national-library-week/
[6] https://cqrcengage.com/ala/app/write-a-letter?2&engagementId=514122
[6] https://www.npr.org/2022/04/04/1090067026/efforts-to-ban-books-jumped-an-unprecedented-four-fold-in-2021-ala-report-says
[5] https://www.ala.org/conferencesevents/take-action-for-libraries-day

Top URLs in Tweet in G3:
[16] https://twitter.com/ALALibrary/status/1514307830009974796
[15] https://twitter.com/alalibrary/status/1514307830009974796
[5] https://americanlibrariesmagazine.org/blogs/the-scoop/hepburn-elected-ala-treasurer/
[4] https://www.ala.org/news/press-releases/2022/04/drabinski-wins-2023-2024-ala-presidency
[4] https://twitter.com/ALALibrary/status/1512511246406500364
[3] https://www.jacobinmag.com/2022/04/emily-drabinski-socialist-ala-president-race-worker-organizing
[2] https://jacobinmag.com/2022/04/emily-drabinski-socialist-ala-president-race-worker-organizing
[2] https://ala-events.zoom.us/meeting/register/tJUkdeyqpjkuE9HDMHjluLBXnSYN7zQAxNP9
[2] https://uniteagainstbookbans.org/
[2] https://americanlibrariesmagazine.org/blogs/the-scoop/drabinski-wins-2023-2024-ala-presidency/

Top URLs in Tweet in G4:
[11] https://uniteagainstbookbans.org/
[8] https://2022.alaannual.org/registration
[8] https://www.chicagotribune.com/opinion/letters/ct-letters-vp-041222-20220411-thya3xun3rf6lifpw54twsqode-story.html
[6] https://uniteagainstbookbans.org/take-action/
[4] https://www.ala.org/aboutala/governance/alaelection
[4] https://www.ala.org/news/state-americas-libraries-report-2022
[4] https://americanlibrariesmagazine.org/blogs/the-scoop/hepburn-elected-ala-treasurer/
[4] https://www.iste.org/explore/classroom/create-school-makerspace-3-simple-steps?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[4] https://www.iste.org/explore/empowered-learner/How_English_Teacher_Became_Social_Justice_Educator?utm_campaign=ISTESproutSocial&utm_medium=social&utm_source=twitter.com
[4] https://www.ala.org/news/sites/ala.org.news/files/content/state-of-americas-libraries-special-report-pandemic-year-two.pdf

Top URLs in Tweet in G5:
[2] https://www.kqed.org/mindshift/59261/efforts-to-ban-books-jumped-an-unprecedented-four-fold-in-2021-ala-report-says
[1] https://thepostmillennial.com/marxist-elected-to-head-american-library-association?utm_campaign=64470
[1] https://twitter.com/ALALibrary/status/1514307830009974796

Top URLs in Tweet in G6:
[4] https://www.jagatgururampalji.org/
[2] https://www.theroot.com/marley-dias-17-leads-campaign-to-diversify-assigned-b-1848765415
[2] https://www.ala.org/news/state-americas-libraries-report-2022
[1] https://twitter.com/lorenzothecat/status/1516195771246424073
[1] https://twitter.com/cdftexas/status/1514308173292789763
[1] https://tockify.com/southingtonlib/detail/1254/1650407400000
[1] https://bookriot.com/book-censorship-news-april-8-2022/
[1] https://twitter.com/HarperCollinsIN/status/1512427286569517064
[1] https://www.wherecanirun.org/
[1] https://www.blackenterprise.com/stephen-ayesha-curry-helping-to-create-150-little-town-libraries-across-oakland/

Top URLs in Tweet in G7:
[1] https://www.votervoice.net/Booksellers/Petitions/3106/Respond
[1] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[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 G8:
[9] https://twitter.com/ALALibrary/status/1514307830009974796
[8] https://twitter.com/ALALibrary/status/1510629450819543045
[8] https://twitter.com/ALALibrary/status/1511338953902800901
[5] https://twitter.com/ALALibrary/status/1511002156429680646
[5] https://twitter.com/ALALibrary/status/1511697748009050117
[4] https://twitter.com/alalibrary/status/1514307830009974796
[3] https://twitter.com/ALALibrary/status/1511051733170016261
[3] https://twitter.com/ALALibrary/status/1512224175905255439
[3] https://twitter.com/ALALibrary/status/1512511246406500364
[2] https://twitter.com/alalibrary/status/1511338953902800901

Top URLs in Tweet in G9:
[5] https://careersingovernment.com/job/511586/reference-associate-adult-services/
[3] https://careersingovernment.com/job/508088/circulation-associate/
[2] https://www.arl.org/blog/library-copyright-alliance-smart-copyright-act-would-burden-libraries-and-free-expression/
[2] https://www.infodocket.com/2022/04/19/ala-announces-2022-l-ray-patterson-copyright-award-winner-james-g-neal/
[2] https://news.wttw.com/2022/04/18/american-library-association-director-says-book-bans-aim-suppress-social-change
[1] https://twitter.com/ednces/status/1513194853219319813
[1] https://twitter.com/scistarter/status/1515760770193272840

Top URLs in Tweet in G10:
[43] https://www.chicagotribune.com/opinion/letters/ct-letters-vp-041222-20220411-thya3xun3rf6lifpw54twsqode-story.html
[2] https://twitter.com/ALALibrary/status/1514307830009974796
[1] https://twitter.com/jamesneal/status/1514235380928851976
[1] https://www.ala.org/news/state-americas-libraries-report-2022
[1] https://uniteagainstbookbans.org/take-action/
[1] https://www.change.org/p/keep-queer-gospel-and-queer-affirming-literature-in-libraries-and-schools?recruiter=1260920306&recruited_by_id=e2096a50-b9c0-11ec-b490-1762463b3ae3&utm_source=share_petition&utm_medium=copylink&utm_campaign=petition_dashboard
[1] https://www.youtube.com/watch?v=2NG2_VUe2S8&feature=youtu.be


Top Domains
Top Domains in Tweet in Entire Graph:
[379] twitter.com
[160] ala.org
[145] uniteagainstbookbans.org
[53] chicagotribune.com
[27] ilovelibraries.org
[22] americanlibrariesmagazine.org
[20] alaannual.org
[14] bibliocommons.com
[14] ala-apa.org
[12] npr.org

Top Domains in Tweet in G1:
[6] twitter.com
[3] nypl.org
[2] uniteagainstbookbans.org
[1] overdrive.com
[1] miraclesofkingman.com
[1] amazon.com
[1] kron4.com
[1] hollywoodreporter.com
[1] google.com
[1] ala.org

Top Domains in Tweet in G2:
[104] uniteagainstbookbans.org
[101] twitter.com
[86] ala.org
[16] ilovelibraries.org
[11] alaannual.org
[10] bibliocommons.com
[9] npr.org
[7] ala-apa.org
[7] cqrcengage.com
[7] com.ar

Top Domains in Tweet in G3:
[43] twitter.com
[8] americanlibrariesmagazine.org
[7] ala.org
[5] jacobinmag.com
[3] emilydrabinski.com
[3] uniteagainstbookbans.org
[2] zoom.us
[2] mombian.com
[1] pslfcoalition.org
[1] youtube.com

Top Domains in Tweet in G4:
[89] twitter.com
[44] ala.org
[21] uniteagainstbookbans.org
[12] iste.org
[9] alaannual.org
[9] ilovelibraries.org
[8] americanlibrariesmagazine.org
[8] chicagotribune.com
[4] livestream.com
[4] trib.al

Top Domains in Tweet in G5:
[2] kqed.org
[1] thepostmillennial.com
[1] twitter.com

Top Domains in Tweet in G6:
[4] jagatgururampalji.org
[3] twitter.com
[2] theroot.com
[2] ala.org
[1] tockify.com
[1] bookriot.com
[1] wherecanirun.org
[1] blackenterprise.com

Top Domains in Tweet in G7:
[1] votervoice.net
[1] ala.org
[1] theguardian.com
[1] 10tv.com
[1] twitter.com

Top Domains in Tweet in G8:
[75] twitter.com
[2] ilovelibraries.org
[2] ala.org
[1] follettdestiny.com
[1] newcenter.org
[1] ala-apa.org
[1] google.com
[1] njhumanities.org
[1] uniteagainstbookbans.org
[1] americanlibrariesmagazine.org

Top Domains in Tweet in G9:
[8] careersingovernment.com
[2] arl.org
[2] infodocket.com
[2] wttw.com
[2] twitter.com

Top Domains in Tweet in G10:
[43] chicagotribune.com
[3] twitter.com
[1] ala.org
[1] uniteagainstbookbans.org
[1] change.org
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[659] nationallibraryweek
[197] uniteagainstbookbans
[113] mylibrary
[108] nationallibraryworkersday
[91] libraryoutreachday
[90] freadom
[89] nlwd22
[58] alaac22
[56] bannedbookslist
[53] leydenpride



Top Hashtags in Tweet in G1:
[3] nationallibraryweek
[3] nlwd22
[2] uniteagainstbookbans
[1] nationalvolunteerweek
[1] alaac22
[1] takeactionforlibraries
[1] kindle
[1] book
[1] nationallibraryworkersday
[1] musk

Top Hashtags in Tweet in G2:
[263] nationallibraryweek
[140] uniteagainstbookbans
[51] libraryoutreachday
[45] nlwd22
[43] bannedbookslist
[41] mylibrary
[37] alaac22
[33] takeactionforlibraries
[26] freadom
[24] librarians

Top Hashtags in Tweet in G3:
[21] nationallibraryworkersday
[9] emily4ala
[9] preservationweek
[5] boise
[4] nationallibraryweek
[3] uniteagainstbookbans
[2] alaeb
[2] alaelection
[2] takeactionforlibraries
[1] alacouncil

Top Hashtags in Tweet in G4:
[185] nationallibraryweek
[51] freadom
[37] uniteagainstbookbans
[36] nationallibraryworkersday
[36] aaslslm
[29] nasdaq
[27] bannedbooks
[22] nlwd22
[18] alaac22
[17] booksforall

Top Hashtags in Tweet in G5:
[1] godsaveusa

Top Hashtags in Tweet in G6:
[4] factsaboutchristianity
[3] nationallibraryweek
[2] librarytwitter
[2] library
[2] libraryoutreachday
[1] texans
[1] freedom_to_read
[1] sharp
[1] keepthebooksbantheidiots
[1] nationallibraryworkersday

Top Hashtags in Tweet in G7:
[3] nationalpoetrymonth
[1] booktwitter
[1] bookbanning

Top Hashtags in Tweet in G8:
[15] nationallibraryweek
[4] nlwd22
[3] nationallibraryworkersday
[3] alalibrary
[3] mylibrary
[2] unitedagainstbookbans
[2] library
[2] uprrp
[2] puertorico
[2] libraryoutreachday

Top Hashtags in Tweet in G9:
[13] hiring
[8] applynow
[8] jobsearch
[8] jobalert
[4] copyright
[4] nationallibraryweek
[3] libraries
[3] careeropportunity
[2] fairuse
[2] arlviews

Top Hashtags in Tweet in G10:
[45] nationallibraryweek
[43] leydenpride
[2] tlchat
[1] solidarity
[1] covid19
[1] censorship
[1] uniteagainstbookbans
[1] lgbtq
[1] protectqueerlit
[1] schoollibrarymonth

Top Words
Top Words in Tweet in Entire Graph:
[4870] library
[3757] alalibrary
[2443] books
[1927] public
[1878] banned
[1802] dabeard
[1776] available
[1764] group
[1756] nationwide
[1746] card

Top Words in Tweet in G1:
[3366] library
[1760] dabeard
[1687] books
[1679] banned
[1676] public
[1676] available
[1673] york
[1673] making
[1673] nationwide
[1673] card

Top Words in Tweet in G2:
[1306] alalibrary
[510] library
[395] libraries
[365] books
[334] book
[320] 2021
[263] #nationallibraryweek
[210] national
[203] read
[198] happy

Top Words in Tweet in G3:
[1177] edrabinski
[820] alalibrary
[471] marxist
[466] power
[463] collective
[463] possible
[461] lesbian
[459] believe
[459] wielded
[458] believes

Top Words in Tweet in G4:
[1018] alalibrary
[360] library
[226] book
[223] libraries
[196] books
[190] nasdaq
[185] #nationallibraryweek
[183] loidagarciafebo
[163] ala
[154] 2021

Top Words in Tweet in G5:
[174] mrandyngo
[131] president
[128] marxist
[128] elected
[128] library
[125] association
[123] american
[121] avowed
[121] far
[121] left

Top Words in Tweet in G6:
[28] alalibrary
[15] library
[10] librarycongress
[8] census
[7] information
[6] board
[5] learn
[5] britishlibrary
[5] find
[5] libraries

Top Words in Tweet in G7:
[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 G8:
[19] library
[15] #nationallibraryweek
[13] libraries
[8] week
[7] happy
[7] national
[6] book
[5] workers
[5] day
[5] celebrate

Top Words in Tweet in G9:
[42] alalibrary
[30] library
[16] copyright
[16] colliervillegov
[16] associate
[16] apply
[16] degree
[16] yr
[16] exp
[13] #hiring

Top Words in Tweet in G10:
[46] school
[46] asmusj
[45] #nationallibraryweek
[43] letters
[43] librarians
[43] matter
[43] students
[43] communities
[43] #leydenpride
[42] #tl

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1780] banned,books
[1745] public,library
[1730] library,card
[1719] books,available
[1714] available,nationwide
[1713] york,public
[1713] group,commonly
[1713] commonly,banned
[1713] nationwide,library
[1713] card,needed

Top Word Pairs in Tweet in G1:
[1675] banned,books
[1675] books,available
[1674] public,library
[1673] available,nationwide
[1673] nationwide,library
[1673] library,card
[1673] card,needed
[1672] york,public
[1672] library,making
[1672] making,group

Top Word Pairs in Tweet in G2:
[141] alalibrary,happy
[133] library,workers
[116] national,library
[105] freedom,read
[100] raise,voice
[99] voice,everyone's
[99] everyone's,freedom
[98] make,decisions
[97] trust,individuals
[97] individuals,make

Top Word Pairs in Tweet in G3:
[461] collective,power
[460] marxist,lesbian
[458] lesbian,believes
[458] believes,collective
[458] power,possible
[458] possible,build
[458] build,wielded
[453] believe,marxist
[452] edrabinski,believe
[403] edrabinski,alalibrary

Top Word Pairs in Tweet in G4:
[91] closing,bell
[86] book,challenges
[73] alalibrary,ala
[62] library,workers
[61] pura,belpre
[60] challenged,books
[60] co,naming
[60] naming,110
[60] 110,street
[60] latina,puerto

Top Word Pairs in Tweet in G5:
[124] library,association
[123] american,library
[121] avowed,marxist
[121] marxist,far
[121] far,left
[121] left,activist
[121] activist,elected
[121] elected,next
[121] next,president
[121] president,american

Top Word Pairs in Tweet in G6:
[4] according,holy
[4] holy,bible
[4] bible,kabir
[4] kabir,god
[4] god,#factsaboutchristianity
[4] #factsaboutchristianity,more
[4] more,information
[4] information,visit
[4] learn,use
[4] use,census

Top Word Pairs in Tweet in G7:
[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 G8:
[7] national,library
[4] library,week
[4] library,workers
[3] book,bans
[3] workers,day
[3] happy,national
[2] happy,#nationallibraryweek
[2] book,censorship
[2] library,staff
[2] week,celebrate

Top Word Pairs in Tweet in G9:
[13] colliervillegov,#hiring
[13] #hiring,reference
[13] reference,associate
[13] associate,adult
[13] adult,services
[13] services,apply
[13] apply,bach
[13] bach,degree
[13] degree,yr
[13] yr,exp

Top Word Pairs in Tweet in G10:
[43] letters,school
[43] school,librarians
[43] librarians,matter
[43] matter,students
[43] students,communities
[43] communities,#leydenpride
[43] #leydenpride,#nationallibraryweek
[42] asmusj,letters
[42] #nationallibraryweek,#tl
[5] aisled_org,alalibrary

Top Replied-To
Top Replied-To in Entire Graph:
@edrabinski
@alalibrary
@dabeard
@mrandyngo
@oversightdems
@loidagarciafebo
@bajekservices
@derfbackderf
@sexharassed
@paravestibulum

Top Replied-To in G1:
@dabeard
@foley20andy
@aj62971818
@msmyrafaye
@digiom
@alalibrary
@littlewarrior
@chelleld16
@happy14u
@cherylc02781073

Top Replied-To in G2:
@alalibrary
@oversightdems
@derfbackderf
@sexharassed
@thephilocypher
@librarykat
@dawnhawkins33
@nicoletta0602
@basedlibrarian
@jill_hw

Top Replied-To in G3:
@edrabinski
@alalibrary
@paravestibulum
@lindsonmars
@rareleah
@ufcjclibrarian
@paglabagla
@prisonculture
@rsgexp
@kalankdavis

Top Replied-To in G4:
@alalibrary
@loidagarciafebo
@edrabinski
@free_to_read
@jrlibrarian
@nasdaq
@traciedhall1
@alysha_clark
@iste
@geometricrabbit

Top Replied-To in G5:
@mrandyngo
@casusbelli420
@danodonne11
@tonyeffinmalony
@bustaknutt69
@grahamwelly
@gummibear737
@haze_fnbr
@leonamj50
@mindshiftkqed

Top Replied-To in G6:
@alalibrary
@hrw
@grantmorrison
@everylibrary
@theroot
@republic

Top Replied-To in G7:
@bajekservices
@tatertot20101
@rosterized
@highroad1971

Top Replied-To in G9:
@edrabinski
@liam_odonoghue
@ucberkeleylib
@loather
@misfitsguide

Top Replied-To in G10:
@asmusj
@edrabinski

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@dabeard
@edrabinski
@loidagarciafebo
@nypl
@nasdaq
@oif
@mrandyngo
@alalib
@oversightdems

Top Mentioned in G1:
@dabeard
@alalibrary
@nypl
@strimel
@writer_dg
@pronounced_ing
@hc_richardson
@timobrien
@loidagarciafebo
@sfpubliclibrary

Top Mentioned in G2:
@alalibrary
@oversightdems
@sexharassed
@angiecthomas
@iamgmjohnson
@repraskin
@hrw
@oif
@abramscomicarts
@oclc

Top Mentioned in G3:
@alalibrary
@edrabinski
@ala_core
@nataliesurely
@micahuetricht
@phepbu
@dabeard
@libskrat
@prisonculture
@rrkennison

Top Mentioned in G4:
@alalibrary
@loidagarciafebo
@nasdaq
@oif
@aasl
@nypl
@freadomfighters
@iste
@traciedhall1
@ilovelibraries

Top Mentioned in G5:
@mrandyngo
@alalib
@cunygclibrary
@alalibrary
@edrabinski
@mindshiftkqed
@libsoftiktok
@3yearletterman
@danodonne11

Top Mentioned in G6:
@alalibrary
@librarycongress
@britishlibrary
@potus
@nybooks
@okfn
@bush41library
@nypl
@southington_lib
@sfrcdems

Top Mentioned in G7:
@bajekservices
@alalibrary
@ababook
@ibpa
@bettemidler
@marksimoneny
@clayandbuck
@seanhannity
@potus
@dabeard

Top Mentioned in G9:
@alalibrary
@colliervillegov
@ala_acrl
@arlnews
@libraryjournal
@a
@careersingov
@ala_pla
@wttw
@livluvlibrary

Top Mentioned in G10:
@asmusj
@alalibrary
@aisled_org
@aasl
@ejmknox
@edrabinski
@unc_librarian
@illlibraryassoc
@loidagarciafebo
@mchris4duke

Top Tweeters
Top Tweeters in Entire Graph:
@thepoliticalcat
@lizditz
@httweets
@indiatoday
@cnbctv18live
@starcoreone02
@pollsstar
@ndtv
@astwisa
@scheerenberger

Top Tweeters in G1:
@thepoliticalcat
@lizditz
@pollsstar
@astwisa
@glitchtvbot
@cnbsnana
@miss_placed_
@roripierpont1
@profsunnysingh
@suekhi

Top Tweeters in G2:
@bellesapepper37
@carrybeyond
@lllwry
@_yvonneburton
@dsochoa
@tyberzannxxxx
@avonan
@ghofmar
@huffpost
@the3jsmom

Top Tweeters in G3:
@adunlea
@blubdha
@igallupd
@parsifel43
@acobasi
@raspmarytea
@debraj112
@adr
@garik16
@ijclark

Top Tweeters in G4:
@birdwriter7
@valsadie
@linmp1031
@4evrstardancer
@gailwaldby
@nakimushiart
@chompie97
@lividddh
@beasbooknook
@hiringcare

Top Tweeters in G5:
@starcoreone02
@blisstabitha
@eileendiana
@akifj
@lisaannega
@willcollier
@warriors_mom
@clarein_cali
@josephmryan1
@eclipsethis2003

Top Tweeters in G6:
@httweets
@indiatoday
@cnbctv18live
@ndtv
@indianexpress
@ansisegle
@indiatvnews
@ani
@republic
@the_hindu

Top Tweeters in G7:
@scheerenberger
@vaw511
@brokennotrecord
@mfrance923
@bobduff1
@saultgirldonna
@kathies01
@no2l
@n_ymiller
@laighe

Top Tweeters in G8:
@epiktistes
@v21collective
@stevelibrarian
@ydnam
@hikatie
@sharonmleon
@booquilter
@salticidae
@lilytroia
@wheresthetime

Top Tweeters in G9:
@pamcurtis4210
@pfanderson
@ps92264
@careersingov
@currenttrends1
@thartman2u
@nebraskasower
@un
@wttw
@archijake

Top Tweeters in G10:
@kelbeesince2020
@mchris4duke
@cilipinfo
@gileslibrarian
@luismiyou
@90secondnewbery
@pandacucho
@jsquared2k3
@reading2learn
@patriciatoht


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