ALALibrary, Twitter, 4/28/2022 11:24:12 PM, 275634


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ALALibrary_2022-04-27_20-30-40.xlsx
ALALibrary_2022-04-27_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 28, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3EXjs9A
@alalibrary
@dabeard
@edrabinski
@mrandyngo
@flexlibris
@bajekservices
@loidagarciafebo
@freadomfighters
@sexharassed
@tiffanyhaddish

Top hashtags:
#tigraygenocide
#nationallibraryweek
#alaac22
#uniteagainstbookbans

Description:
Description
The graph represents a network of 6,465 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, 28 April 2022 at 03:36 UTC.

The requested start date was Thursday, 28 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 19-day, 4-hour, 22-minute period from Friday, 08 April 2022 at 19:23 UTC to Wednesday, 27 April 2022 at 23:46 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 : 6465
Unique Edges : 6069
Edges With Duplicates : 14526
Total Edges : 20595
Number of Edge Types : 5
Retweet : 5236
MentionsInRetweet : 8641
Replies to : 1418
Mentions : 5115
Tweet : 185
Self-Loops : 216
Reciprocated Vertex Pair Ratio : 0.0234454638124363
Reciprocated Edge Ratio : 0.0458167330677291
Connected Components : 45
Single-Vertex Connected Components : 39
Maximum Vertices in a Connected Component : 6412
Maximum Edges in a Connected Component : 20530
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.063008
Graph Density : 0.000288300291746112
Modularity : 0.435033
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,465 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, 28 April 2022 at 03:36 UTC.

The requested start date was Thursday, 28 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 19-day, 4-hour, 22-minute period from Friday, 08 April 2022 at 19:23 UTC to Wednesday, 27 April 2022 at 23:46 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:
[64] https://uniteagainstbookbans.org/
[54] https://www.chicagotribune.com/opinion/letters/ct-letters-vp-041222-20220411-thya3xun3rf6lifpw54twsqode-story.html
[48] https://uniteagainstbookbans.org/take-action/
[34] https://twitter.com/ALALibrary/status/1514307830009974796
[23] https://twitter.com/alalibrary/status/1514307830009974796
[21] https://2022.alaannual.org/registration
[11] http://summerclassicshome.com/bew-white
[10] https://www.alastore.ala.org/content/raven-cycle-poster
[10] https://twitter.com/ALALibrary/status/1512511246406500364
[10] https://americanlibrariesmagazine.org/blogs/the-scoop/hepburn-elected-ala-treasurer/

Top URLs in Tweet in G1:
[3] https://www.nypl.org/blog/2022/04/13/books-for-all-nypl-supports-right-read-banned-books
[2] https://trib.al/LPXpgf1
[2] https://www.aei.org/politics-and-public-opinion/libraries-should-be-third-places/
[2] https://uniteagainstbookbans.org/take-action/
[2] https://twitter.com/dcpl/status/1514274197681364998
[2] https://play.google.com/store/apps/details?id=org.nypl.simplified.simplye
[2] https://twitter.com/bklyjudicial/status/1513545622682537984
[2] https://nypl.org/blog/2022/04/1
[1] https://trib.al/GjmyymF
[1] https://trib.al/KeZKr34

Top URLs in Tweet in G2:
[39] https://uniteagainstbookbans.org/take-action/
[32] https://uniteagainstbookbans.org/
[19] https://twitter.com/ALALibrary/status/1514307830009974796
[15] https://twitter.com/alalibrary/status/1514307830009974796
[12] https://2022.alaannual.org/registration
[11] http://summerclassicshome.com/bew-white
[10] https://lvccld.bibliocommons.com/list/share/1147440827_lvccld_adults/2083685999_alas_most_challenged_books_of_2021
[9] https://americanlibrariesmagazine.org/blogs/the-scoop/hepburn-elected-ala-treasurer/
[9] https://www.alastore.ala.org/content/raven-cycle-poster
[5] https://www.booklistonline.com/Booklist-April-1-2022/pid=9763304

Top URLs in Tweet in G3:
[7] https://twitter.com/ALALibrary/status/1517237995572768770
[5] https://twitter.com/alalibrary/status/1517237995572768770
[3] https://twitter.com/jerrijegna/status/1518277240806588423
[3] https://www.amnesty.org/en/latest/news/2022/02/ethiopia-tigrayan-forces-murder-rape-and-pillage-in-attacks-on-civilians-in-amhara-towns/
[2] https://twitter.com/flexlibris/status/1518717616118026241?s=20&t=8Va2C-IMdureuCSbF5TuyA
[2] https://digitallibrary.un.org/record/3947207?ln=en
[1] https://twitter.com/EritreaNay/status/1518755975402074112?s=20&t=plQjLxvQvtytOKp1csVxOA
[1] https://twitter.com/i/web/status/1518762364585365504
[1] https://twitter.com/i/web/status/1518763289051906050
[1] https://twitter.com/i/web/status/1518801926808379392

Top URLs in Tweet in G4:
[50] https://www.chicagotribune.com/opinion/letters/ct-letters-vp-041222-20220411-thya3xun3rf6lifpw54twsqode-story.html
[28] https://uniteagainstbookbans.org/
[9] https://2022.alaannual.org/registration
[4] https://wpfwfm.org/
[3] https://twitter.com/ALALibrary/status/1512511246406500364
[3] https://twitter.com/ALALibrary/status/1513609085253529613
[3] https://www.wbur.org/hereandnow/2022/04/11/librarians-censorship-book-ban
[3] https://www.ala.org/advocacy/bbooks/frequentlychallengedbooks/top10
[3] https://www.ala.org/tools/challengesupport
[3] https://uniteagainstbookbans.org/take-action/

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:
[2] https://digitalsocietypress.com
[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 G7:
[4] https://www.jagatgururampalji.org/
[1] https://twitter.com/HarperCollinsIN/status/1512427286569517064

Top URLs in Tweet in G8:
[7] https://careersingovernment.com/job/511586/reference-associate-adult-services/
[2] https://twitter.com/ALALibrary/status/1514307830009974796
[1] https://www.arl.org/blog/library-copyright-alliance-smart-copyright-act-would-burden-libraries-and-free-expression/
[1] https://www.infodocket.com/2022/04/19/ala-announces-2022-l-ray-patterson-copyright-award-winner-james-g-neal/
[1] https://docs.google.com/document/d/1t1zKA0xLEjauryHMHrHpYifOOebnirgQQYkWpgl4qoI/edit?usp=sharing
[1] https://careersingovernment.com/job/508088/circulation-associate/
[1] https://twitter.com/duty2warn/status/1517825922199691264
[1] https://twitter.com/ednces/status/1513194853219319813
[1] https://twitter.com/scistarter/status/1515760770193272840
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-022-01081-8

Top URLs in Tweet in G9:
[1] https://twitter.com/jarrett_lerner/status/1517214640585031680
[1] https://uniteagainstbookbans.org/
[1] https://www.literacyworldwide.org/docs/default-source/where-we-stand/the-essential-leadership-of-school-librarians.pdf?sfvrsn=f80c5216_6
[1] https://twitter.com/i/web/status/1517876911048908800
[1] https://twitter.com/doucette515/status/1513698164477345792

Top URLs in Tweet in G10:
[9] https://twitter.com/ALALibrary/status/1514307830009974796
[5] https://twitter.com/alalibrary/status/1514307830009974796
[3] https://twitter.com/ALALibrary/status/1512511246406500364
[2] https://twitter.com/alalibrary/status/1512511246406500364
[2] https://twitter.com/ALALibrary/status/1516833325171843073
[2] https://twitter.com/alalibrary/status/1511002156429680646
[2] https://twitter.com/ALALibrary/status/1517237995572768770
[1] https://twitter.com/ALALibrary/status/1512224175905255439
[1] https://twitter.com/ALALibrary/status/1512224175905255439?s=20&t=uVBEY85IdkgO0pOUTKVP2w
[1] https://twitter.com/ALALibrary/status/1512527754998300672

Top Domains
Top Domains in Tweet in Entire Graph:
[362] twitter.com
[118] uniteagainstbookbans.org
[109] ala.org
[54] chicagotribune.com
[23] alaannual.org
[19] americanlibrariesmagazine.org
[15] preservationweek.org
[12] bibliocommons.com
[11] summerclassicshome.com
[10] ilovelibraries.org

Top Domains in Tweet in G1:
[5] trib.al
[5] nypl.org
[5] twitter.com
[3] google.com
[2] aei.org
[2] uniteagainstbookbans.org
[1] overdrive.com
[1] oodihelsinki.fi
[1] miraclesofkingman.com
[1] amazon.com

Top Domains in Tweet in G2:
[141] twitter.com
[72] uniteagainstbookbans.org
[69] ala.org
[15] americanlibrariesmagazine.org
[13] alaannual.org
[11] summerclassicshome.com
[10] iste.org
[10] bibliocommons.com
[8] ilovelibraries.org
[8] preservationweek.org

Top Domains in Tweet in G3:
[59] twitter.com
[5] amnesty.org
[2] un.org
[1] nytimes.com
[1] uniteagainstbookbans.org
[1] reuters.com
[1] org.uk
[1] genocidewatch.com
[1] omnatigray.org
[1] afp.com

Top Domains in Tweet in G4:
[80] twitter.com
[50] chicagotribune.com
[35] uniteagainstbookbans.org
[32] ala.org
[10] alaannual.org
[4] livestream.com
[4] umd.edu
[4] wpfwfm.org
[3] wbur.org
[3] americanlibrariesmagazine.org

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

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

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

Top Domains in Tweet in G8:
[8] careersingovernment.com
[6] twitter.com
[1] arl.org
[1] infodocket.com
[1] google.com
[1] nature.com
[1] chicagotribune.com

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

Top Domains in Tweet in G10:
[39] twitter.com
[1] americanlibrariesmagazine.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[294] tigraygenocide
[205] nationallibraryweek
[181] alaac22
[146] uniteagainstbookbans
[95] freadom
[82] eritrea
[81] ethiopia
[71] preservationweek
[54] leydenpride
[53] bannedbooks



Top Hashtags in Tweet in G1:
[17] bannedbooks
[17] booksforall
[3] mylibrary
[2] uniteagainstbookbans
[1] kindle
[1] book
[1] musk
[1] judges
[1] libraries
[1] prisonlaw

Top Hashtags in Tweet in G2:
[104] uniteagainstbookbans
[64] nationallibraryweek
[44] preservationweek
[40] alaac22
[27] freadom
[24] librarians
[22] libraries
[20] mylibrary
[15] parenting
[14] bannedbooks

Top Hashtags in Tweet in G3:
[288] tigraygenocide
[116] alaac22
[82] eritrea
[81] ethiopia
[20] alatogetheragain
[19] us
[15] tplfterroristgroup
[11] nomore
[10] breakthesilence
[8] tigray

Top Hashtags in Tweet in G4:
[123] nationallibraryweek
[54] freadom
[50] leydenpride
[30] uniteagainstbookbans
[29] nasdaq
[24] aaslslm
[23] alaac22
[20] bannedbooks
[12] schoollibrarians
[12] schoollibrarymonth

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

Top Hashtags in Tweet in G6:
[2] booktwitter
[1] booksandroses
[1] santjordibcn
[1] books
[1] roses
[1] worldbookday
[1] saintgeorgeday
[1] europe
[1] digitalsocietypress
[1] wlic2022

Top Hashtags in Tweet in G7:
[4] factsaboutchristianity
[1] nationalfinancialliteracymonth
[1] thursdaythoughts
[1] librarytwitter
[1] library

Top Hashtags in Tweet in G8:
[18] hiring
[8] applynow
[8] jobsearch
[8] jobalert
[2] copyright
[2] medlibs
[2] misinformation
[2] citscimonth
[1] preservationweek
[1] fairuse

Top Hashtags in Tweet in G9:
[6] reading
[6] naep
[6] freadom
[4] litequity
[3] edchat
[3] mgbookchat
[2] endbookdeserts
[1] booksgiverefuge
[1] uniteagainstbookbans
[1] literacyequity

Top Hashtags in Tweet in G10:
[2] nationallibraryweek
[2] wearereaders
[2] njhreads
[2] tigraygenocide
[1] mylibrary
[1] unitedagainstbookbans
[1] tigray
[1] preservationweek
[1] uniteagainstbookbans
[1] censorship

Top Words
Top Words in Tweet in Entire Graph:
[4551] library
[3630] alalibrary
[2121] books
[1832] public
[1818] banned
[1814] dabeard
[1794] available
[1776] group
[1740] card
[1736] nationwide

Top Words in Tweet in G1:
[3396] library
[1781] dabeard
[1752] books
[1723] available
[1695] banned
[1694] public
[1690] nationwide
[1690] card
[1689] york
[1689] making

Top Words in Tweet in G2:
[1537] alalibrary
[1249] edrabinski
[500] marxist
[485] power
[483] lesbian
[473] collective
[472] believe
[472] possible
[469] believes
[469] build

Top Words in Tweet in G3:
[830] tiffanyhaddish
[778] alalibrary
[440] flexlibris
[293] tiffany
[288] #tigraygenocide
[271] library
[270] haddish
[249] know
[224] called
[223] need

Top Words in Tweet in G4:
[705] alalibrary
[186] nasdaq
[175] library
[168] loidagarciafebo
[139] libraries
[132] street
[123] librarians
[123] #nationallibraryweek
[117] bell
[113] book

Top Words in Tweet in G5:
[428] mrandyngo
[322] president
[322] marxist
[322] library
[320] elected
[316] association
[314] american
[312] next
[311] avowed
[310] far

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

Top Words in Tweet in G7:
[18] क
[15] म
[13] र
[11] alalibrary
[9] library
[9] librarycongress
[9] न
[7] ह
[7] information
[6] visit

Top Words in Tweet in G8:
[38] alalibrary
[35] library
[26] copyright
[19] arlnews
[19] colliervillegov
[19] associate
[19] apply
[19] degree
[19] yr
[19] exp

Top Words in Tweet in G9:
[36] alalibrary
[24] read
[18] library
[16] 30
[16] today
[15] drop
[15] reading
[15] joshweavr
[14] year
[14] fun

Top Words in Tweet in G10:
[3] library
[3] ala
[3] congratulations
[3] emily
[3] many
[2] #nationallibraryweek
[2] week
[2] gif
[2] great
[2] best

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1752] banned,books
[1750] public,library
[1736] library,card
[1728] books,available
[1722] available,nationwide
[1721] york,public
[1721] group,commonly
[1721] commonly,banned
[1721] nationwide,library
[1721] card,needed

Top Word Pairs in Tweet in G1:
[1693] public,library
[1692] books,available
[1691] banned,books
[1690] available,nationwide
[1690] library,card
[1689] york,public
[1689] group,commonly
[1689] commonly,banned
[1689] nationwide,library
[1689] card,needed

Top Word Pairs in Tweet in G2:
[475] marxist,lesbian
[471] collective,power
[468] lesbian,believes
[468] believes,collective
[468] power,possible
[468] possible,build
[468] build,wielded
[463] believe,marxist
[462] edrabinski,believe
[438] edrabinski,alalibrary

Top Word Pairs in Tweet in G3:
[379] alalibrary,tiffanyhaddish
[269] tiffany,haddish
[219] ongoing,#tigraygenocide
[215] haddish,repeatedly
[215] repeatedly,denied
[215] denied,ongoing
[213] library,workers
[213] workers,need
[213] need,know
[213] know,tiffany

Top Word Pairs in Tweet in G4:
[89] closing,bell
[66] pura,belpre
[65] co,naming
[65] naming,110
[65] 110,street
[65] latina,puerto
[65] library,association
[64] nyc,street
[64] street,named
[64] named,librarian

Top Word Pairs in Tweet in G5:
[315] library,association
[313] american,library
[311] avowed,marxist
[311] elected,next
[311] next,president
[311] president,american
[310] far,left
[309] marxist,far
[309] left,activist
[309] activist,elected

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

Top Word Pairs in Tweet in G7:
[6] क,य
[6] य,आप
[4] according,holy
[4] holy,bible
[4] bible,kabir
[4] kabir,god
[4] god,#factsaboutchristianity
[4] #factsaboutchristianity,more
[4] more,information
[4] information,visit

Top Word Pairs in Tweet in G8:
[18] colliervillegov,#hiring
[18] #hiring,reference
[18] reference,associate
[18] associate,adult
[18] adult,services
[18] services,apply
[18] apply,bach
[18] bach,degree
[18] degree,yr
[18] yr,exp

Top Word Pairs in Tweet in G9:
[14] read,fun
[11] neilhimself,alalibrary
[10] higher,performing
[10] year,olds
[10] olds,read
[10] lower,performers
[8] missed,22
[8] 22,years
[8] years,ago
[8] ago,celebrate

Top Word Pairs in Tweet in G10:
[2] congratulations,emily
[2] public,libraries
[2] #wearereaders,#njhreads

Top Replied-To
Top Replied-To in Entire Graph:
@edrabinski
@alalibrary
@mrandyngo
@flexlibris
@dabeard
@loidagarciafebo
@hermelatv
@archivalobjects
@bajekservices
@sexharassed

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

Top Replied-To in G2:
@edrabinski
@alalibrary
@archivalobjects
@sexharassed
@derfbackderf
@kennygray2017
@thephilocypher
@coalitiontexas
@librarykat
@paravestibulum

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

Top Replied-To in G4:
@alalibrary
@loidagarciafebo
@free_to_read
@mrs_bongi
@edrabinski
@julesoverjewels
@jrlibrarian
@chestertonsdog
@nasdaq
@christyjames331

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

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

Top Replied-To in G7:
@republic

Top Replied-To in G8:
@edrabinski
@liam_odonoghue
@ucberkeleylib

Top Replied-To in G9:
@joshweavr
@drmollyness
@lauracutlerphd
@govboard
@ffarokhi
@clr_sig
@geometricrabbit
@jaimalyogis
@johnmichaelmcd
@gonzarro

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

Top Mentioned in G1:
@dabeard
@alalibrary
@nypl
@bplboston
@strimel
@writer_dg
@samuelabramsaei
@nytimes
@hc_richardson
@dcpl

Top Mentioned in G2:
@alalibrary
@edrabinski
@sexharassed
@iste
@ala_core
@oversightdems
@juliaerin80
@ncte
@phepbu
@nataliesurely

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

Top Mentioned in G4:
@alalibrary
@loidagarciafebo
@nasdaq
@aasl
@oif
@freadomfighters
@asmusj
@njasl
@traciedhall1
@redwineblueusa

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

Top Mentioned in G6:
@bajekservices
@alalibrary
@ababook
@ibpa
@bettemidler
@ifla
@guardianbooks
@nytimesbooks
@marksimoneny
@clayandbuck

Top Mentioned in G7:
@alalibrary
@librarycongress
@britishlibrary
@bush41library
@nybooks
@okfn
@nypl
@libnofcongress
@bushfdn
@libcongressfcu

Top Mentioned in G8:
@alalibrary
@arlnews
@colliervillegov
@ala_acrl
@a
@careersingov
@libraryjournal
@ala_pla
@musiclibassoc
@internetarchive

Top Mentioned in G9:
@alalibrary
@neilhimself
@govboard
@drmollyness
@ilatoday
@joshweavr
@rifweb
@clr_sig
@firstbook
@ncte

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
@_yvonneburton
@dsochoa
@tyberzannxxxx
@adunlea
@blubdha
@education_24x7
@kals55
@igallupd
@anas_erindra

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

Top Tweeters in G4:
@emccoy_writer
@valsadie
@latimes
@4evrstardancer
@gailwaldby
@nakimushiart
@daviddark
@madelynerants
@librariesval
@philcp69

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

Top Tweeters in G6:
@scheerenberger
@vaw511
@brokennotrecord
@mfrance923
@bobduff1
@saultgirldonna
@kathies01
@no2l
@n_ymiller
@laighe

Top Tweeters in G7:
@httweets
@indiatoday
@cnbctv18live
@ndtv
@indianexpress
@indiatvnews
@ani
@republic
@the_hindu
@doctorow

Top Tweeters in G8:
@pamcurtis4210
@pfanderson
@hiringcare
@careersingov
@currenttrends1
@thartman2u
@un
@trishgreenhalgh
@mchris4duke
@cilipinfo

Top Tweeters in G9:
@77deedd
@neilhimself
@sperchikoff
@grammasheri
@booktrust
@writernightpen
@zevbaldwin
@natxosanchez
@moms4edfreedom
@scholastic

Top Tweeters in G10:
@messig16g
@epiktistes
@v21collective
@stevelibrarian
@sharonmleon
@salticidae
@lilytroia
@wheresthetime
@pgcmls
@jefglass


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