ALALibrary, Twitter, 9/1/2022 3:56:30 AM, 281052


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ALALibrary_2022-08-31_20-30-40.xlsx
ALALibrary_2022-08-31_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 01, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3e7S8wa
@alalibrary
@sexharassed
@jaxon_sparrow
@hornbook
@oif
@traciedhall1
@snockowitz
@chanyasulkit
@mharrisperry
@watchmenwatchr

Top hashtags:
#alaac22
#librarians
#uniteagainstbookbans
#liblearnx23
#librarian
#parenting
#moms

Description:
Description
The graph represents a network of 6,182 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, 01 September 2022 at 03:40 UTC.

The requested start date was Thursday, 01 September 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 65-day, 4-hour, 17-minute period from Monday, 27 June 2022 at 18:35 UTC to Wednesday, 31 August 2022 at 22:53 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 : 6182
Unique Edges : 9870
Edges With Duplicates : 16126
Total Edges : 25996
Number of Edge Types : 5
Retweet : 3919
MentionsInRetweet : 9053
Mentions : 10742
Replies to : 1906
Tweet : 376
Self-Loops : 433
Reciprocated Vertex Pair Ratio : 0.0417500517562625
Reciprocated Edge Ratio : 0.0801536830948596
Connected Components : 96
Single-Vertex Connected Components : 70
Maximum Vertices in a Connected Component : 6036
Maximum Edges in a Connected Component : 25822
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.965443
Graph Density : 0.000395070082281667
Modularity : 0.390543
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 6,182 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, 01 September 2022 at 03:40 UTC.

The requested start date was Thursday, 01 September 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 65-day, 4-hour, 17-minute period from Monday, 27 June 2022 at 18:35 UTC to Wednesday, 31 August 2022 at 22:53 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:
[99] https://www.dailysignal.com/2022/07/13/library-group-recommends-pronoun-book-for-infants/
[39] https://www.ala.org/advocacy/fight-censorship
[28] https://kevinschewe.com
[27] http://www.booktitlegenerator.net/
[27] https://www.2023.alaliblearnx.org/call-education-program-proposals
[24] https://uniteagainstbookbans.org/
[18] https://uniteagainstbookbans.org/take-action/
[16] https://twitter.com/ALALibrary/status/1545434287863898114
[12] https://www.ala.org/conferencesevents/celebrationweeks/card
[12] https://ilovelibraries.org/love-my-librarian/

Top URLs in Tweet in G1:
[99] https://www.dailysignal.com/2022/07/13/library-group-recommends-pronoun-book-for-infants/
[28] https://kevinschewe.com
[27] http://www.booktitlegenerator.net/
[20] https://www.2023.alaliblearnx.org/call-education-program-proposals
[15] https://uniteagainstbookbans.org/
[8] https://actualitte.com/article/106663/bibliotheque/etats-unis-multiplication-des-violences-contre-les-bibliothecaires
[7] https://ilovelibraries.org/love-my-librarian/
[7] https://uniteagainstbookbans.org/take-action/
[7] https://www.change.org/p/american-library-association-please-stop-supporting-oppressive-economies-5ca0c5dc-2dc8-4fff-9e0f-3ae159d81990?recruiter=874702205&recruited_by_id=1a679f10-5314-11e8-ba40-33f91bc0f831&utm_source=share_petition&utm_campaign=share_petition&utm_medium=twitter
[7] http://independentpublisher.com/article.php?page=2503

Top URLs in Tweet in G2:
[28] https://www.ala.org/advocacy/fight-censorship
[10] https://uniteagainstbookbans.org/take-action/
[7] https://r20.rs6.net/tn.jsp?f=001p0-5DKjWPiBluJLNA4mPppqp_kHT7IPuL_n6Ps8-E6UcBKB89l8yF-Jb4EWXaRM6VBNCEmnkPM8HXkSw1aOxSv1KRujtOpQT8PXoYoK3-kn7xumMAqni9LWaxBQlkoAvaipq9k95c6gqbaP_L0F4CgkuDY7eT1ZXWPbig1pnLL7-QjHv7xvHTw==&c=WmdgI70kIa0UQVgSkEUTAqzF8jGvSKgXy-qjOtbyv4EHzDdb1xnF5w==&ch=FrOjZH_jk7OrhBMcSjFnYBd8ExQB8c0wcovQzRKUt_Ebhg9lxzVZHQ==
[4] https://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/stateandlocal/AASL%20ALA%20letter_Education%20transition.pdf
[4] https://uniteagainstbookbans.org/partners/
[4] https://www.reddit.com/r/Acadiana/comments/quu3dl/citizens_for_a_new_louisiana_officer_connected_to/
[4] https://www.theadvocate.com/baton_rouge/news/article_e57d9bf6-24d8-11ed-9d72-532a49e6f8c9.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[3] https://twitter.com/alalibrary/status/1548010990029090816
[3] https://www.alsc.ala.org/blog/2019/04/libraries-welcome-all-families-a-conversation-with-urban-high-school-students-about-representation-in-the-ct-nutmeg-nominees/
[3] https://twitter.com/alalibrary/status/1561786699818180608

Top URLs in Tweet in G3:
[7] https://www.2023.alaliblearnx.org/call-education-program-proposals
[5] https://twitter.com/BannedBooksWeek/status/1562577998422818816
[5] https://www.ala.org/advocacy/fight-censorship
[4] https://www.hbook.com/story/2022-childrens-literature-legacy-award-acceptance-by-grace-lin
[4] https://www.nba.com/watch/video/tacko-fall-to-new-heights?plsrc=nba&collection=top-trending-videos
[4] https://www.ala.org/aboutala/affiliates/relatedgroups/merrittfund/merritthumanitarian
[4] https://shop.spreadshirt.com/ALAGraphics-Gift-Shop
[3] https://www.ala.org/news/press-releases/2022/07/ala-nominating-committee-seeks-candidates-2023-election
[3] https://2023.alaannual.org/
[3] https://www.grid.news/story/politics/2022/08/27/book-banning-in-us-schools-has-reached-an-all-time-high-what-this-means-and-how-we-got-here/

Top URLs in Tweet in G4:
[11] https://www.youtube.com/watch?v=ocL3kocedXU&feature=youtu.be

[4] https://www.ala.org/news/press-releases/2022/07/ala-nominating-committee-seeks-candidates-2023-election
[4] https://careersingovernment.com/job/531308/library-assistant-i-ii/
[3] https://programminglibrarian.org/articles/apply-now-libraries-and-sustainability-virtual-book-club
[3] https://www.nbcwashington.com/news/coronavirus/coronavirus-in-maryland/libraries-help-educate-about-covid-19-vaccination-ahead-of-schoolyear/3125830/
[3] https://www.pgcmls.info/event/6986815
[3] https://uniteagainstbookbans.org/
[3] https://librarycalendar.fairfaxcounty.gov/calendar?t=d&q=Women's%20Suffrage%20Discussions&cid=6524&cal=6524&inc=0
[2] https://twitter.com/ALALibrary/status/1557043373093027841
[2] https://www.dignitymemorial.com/obituaries/williamsburg-va/james-rettig-10891765

Top URLs in Tweet in G5:
[4] http://www.applitrack.com/darienps/OnlineApp/JobPostings/view.asp?FromAdmin=true&AppliTrackJobId=1221#.Yt6rCMoSwdI.twitter
[1] https://twitter.com/i/web/status/1564331564112105472
[1] https://twitter.com/awesomebrandi/status/1555741394471469057
[1] https://twitter.com/Southlake4All/status/1561811510099320833
[1] https://twitter.com/HaileeChicagoS/status/1562252004495446016
[1] https://twitter.com/ryrynemnem/status/1562109589729968128
[1] https://thefederalist.com/2022/04/22/amid-public-concern-about-grooming-kids-american-library-association-picks-marxist-lesbian-as-president/
[1] https://thefederalist.com/2019/07/10/21460-librarians-attend-major-conference-featuring-workshops-drag-queens-queering-elementary-schools/
[1] https://twitter.com/loidagarciafebo/status/1145326941475655680
[1] https://twitter.com/wsuares/status/1561900288252026880

Top URLs in Tweet in G6:
[3] https://encyclopedia.ushmm.org/content/en/article/the-murder-of-people-with-disabilities
[2] https://twitter.com/wsuares/status/1561900288252026880
[2] https://academicworks.cuny.edu/cgi/viewcontent.cgi?article=1676&context=gc_pubs&fbclid=IwAR2t3QmQGQ-DJG39ZyrML-1AxA-lmtJtcG9YUlcNFyps1IMfwNBjOTSz7wo&fs=e&s=cl
[1] https://twitter.com/i/web/status/1563772069275488256
[1] https://www.ala.org/conferencesevents/celebrationweeks/card
[1] https://twitter.com/ef4vescent/status/1565066169052168192
[1] https://www.washingtonpost.com/education/2022/04/07/book-bans-congress-student-library/
[1] https://www.thebullhornnews.com/article/2022/03/the-lack-of-school-district-libraries-sparks-concern
[1] https://twitter.com/SenToomey/status/1550580149409693696
[1] https://twitter.com/cbouzy/status/1563296815361196033

Top URLs in Tweet in G7:
[1] https://twitter.com/ALALibrary/status/1557856904218558464
[1] https://twitter.com/i/web/status/1559152524443148289
[1] https://www.rclstn.org/e-card
[1] https://twitter.com/ALALibrary/status/1564318470363308034
[1] http://www.fiverr.com/273297227?utm_campaign=gigs_show&utm_medium=shared&utm_source=copy_link&utm_term=5va5A1
[1] https://www.nais.org/learn/independent-ideas/may-2022/20-books-for-your-summer-reading-list/?utm_source=ig&utm_medium=social&utm_campaign=mc&utm_content=hw#.YsmgaWbxvTg.twitter

Top URLs in Tweet in G8:
[2] https://seamlessaccess.org/learning-center/challenges-federated-wayf/
[2] https://www.milibraries.org/annual-conference-featured-speakers
[2] https://www.ebsco.com/blogs/novelist/reading-changes-your-perspective
[1] https://www.ala.org/news/press-releases/2022/08/pla-awards-11-million-160-public-libraries-conduct-digital-literacy-workshops
[1] https://www.ala.org/conferencesevents/celebrationweeks/card
[1] https://twitter.com/i/web/status/1551325004167610372
[1] https://twitter.com/i/web/status/1560355968969592837
[1] https://slate.com/culture/2014/02/kyle-cassidy-photographs-librarians-at-the-american-library-association-midwinter-meeting-photos.html
[1] https://twitter.com/i/web/status/1551381103163936768
[1] https://twitter.com/i/web/status/1551380819050172417

Top URLs in Tweet in G9:
[5] https://www.knox.net/adults
[1] https://tockify.com/southingtonlib/detail/1443/1660861800000
[1] https://tockify.com/southingtonlib/detail/1399/1661293800000
[1] https://www.maplewoodlibrary.org/library-news-blog/2022/5/16/maplewood-library-to-host-nikole-hannah-jones
[1] https://queenslibrary.org/about-us/news-media/blog/2557?utm_source=social&utm_medium=post&utm_campaign=bannedbookschallenge_BLG
[1] https://www.rhodyradio.org/transcripts
[1] https://buffalolib.libcal.com/event/9510430
[1] https://allevents.in/mobile/amp-event.php?event_id=200022996146402
[1] https://twitter.com/bl_eap/status/1554042942494482433
[1] https://linktr.ee/spooniepress

Top URLs in Tweet in G10:
[1] https://twitter.com/bishi_tusar/status/1549276281719517184
[1] https://twitter.com/Lib_Movement_OD/status/1541424048420573185
[1] https://twitter.com/RKM_LIS/status/1545253680990957569
[1] https://twitter.com/OLA_BBSR/status/1476625335491825677
[1] https://twitter.com/MahalingMukesh/status/1547414720830795776
[1] https://www.youtube.com/watch?v=fFDrFECz4Aw&feature=youtu.be

[1] https://twitter.com/RrrlfKolkata/status/1551138279667273728
[1] https://twitter.com/Lib_Movement_OD/status/1553093342497746944

Top Domains
Top Domains in Tweet in Entire Graph:
[788] twitter.com
[195] ala.org
[99] dailysignal.com
[63] uniteagainstbookbans.org
[38] youtube.com
[34] hbook.com
[28] kevinschewe.com
[27] booktitlegenerator.net
[27] alaliblearnx.org
[25] ilovelibraries.org

Top Domains in Tweet in G1:
[160] twitter.com
[99] dailysignal.com
[65] ala.org
[28] kevinschewe.com
[27] uniteagainstbookbans.org
[27] booktitlegenerator.net
[20] alaliblearnx.org
[15] actualitte.com
[13] ilovelibraries.org
[10] youtube.com

Top Domains in Tweet in G2:
[247] twitter.com
[54] ala.org
[22] uniteagainstbookbans.org
[7] rs6.net
[6] gofundme.com
[5] google.com
[5] blogspot.com
[5] theadvocate.com
[4] reddit.com
[3] youtube.com

Top Domains in Tweet in G3:
[122] twitter.com
[34] hbook.com
[31] ala.org
[8] ilovelibraries.org
[7] alaliblearnx.org
[6] uniteagainstbookbans.org
[6] americanlibrariesmagazine.org
[5] programminglibrarian.org
[4] nba.com
[4] nytimes.com

Top Domains in Tweet in G4:
[61] twitter.com
[24] ala.org
[14] youtube.com
[7] gofundme.com
[4] pgcmls.info
[4] uniteagainstbookbans.org
[4] fairfaxcounty.gov
[4] cdt.org
[4] careersingovernment.com
[3] programminglibrarian.org

Top Domains in Tweet in G5:
[19] twitter.com
[4] applitrack.com
[2] thefederalist.com
[2] youtube.com
[2] nypl.org
[1] diversebooks.org
[1] ala.org
[1] soundcloud.com
[1] libguides.com
[1] fineartamerica.com

Top Domains in Tweet in G6:
[26] twitter.com
[4] nytimes.com
[3] ushmm.org
[3] ala.org
[2] cuny.edu
[1] washingtonpost.com
[1] thebullhornnews.com
[1] thenation.com
[1] youtu.be
[1] local12.com

Top Domains in Tweet in G7:
[3] twitter.com
[1] rclstn.org
[1] fiverr.com
[1] nais.org

Top Domains in Tweet in G8:
[6] twitter.com
[2] ala.org
[2] seamlessaccess.org
[2] milibraries.org
[2] ebsco.com
[1] slate.com
[1] nba.com
[1] donorschoose.org
[1] amazon.com

Top Domains in Tweet in G9:
[5] knox.net
[2] tockify.com
[1] maplewoodlibrary.org
[1] queenslibrary.org
[1] rhodyradio.org
[1] libcal.com
[1] allevents.in
[1] twitter.com
[1] linktr.ee

Top Domains in Tweet in G10:
[7] twitter.com
[1] youtube.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[306] alaac22
[303] librarians
[274] uniteagainstbookbans
[138] liblearnx23
[134] librarian
[124] parenting
[115] moms
[115] dads
[103] libraries
[84] mg



Top Hashtags in Tweet in G1:
[77] uniteagainstbookbans
[57] alaac22
[36] liblearnx23
[34] scifi
[33] ian1
[28] authors
[27] indiepub
[27] writerslife
[23] bannedbooksweek
[20] alaac23

Top Hashtags in Tweet in G2:
[243] librarians
[128] uniteagainstbookbans
[123] parenting
[115] moms
[115] dads
[96] librarian
[62] freadom
[58] liblearnx23
[57] firstamendment
[44] edchat

Top Hashtags in Tweet in G3:
[117] alaac22
[56] hbmag
[45] csk
[44] uniteagainstbookbans
[37] newbery
[34] ala
[28] caldecott
[27] alayma
[25] alaac2022
[24] liblearnx23

Top Hashtags in Tweet in G4:
[58] alaac22
[19] hlpf2022
[17] liblearnx23
[10] libraries
[9] alaac23
[9] wlic2022
[8] unitedvirtual22
[8] sdgs
[7] library
[6] yes

Top Hashtags in Tweet in G5:
[12] bookloversday
[12] reading
[12] adventure
[12] read
[10] alaac22
[9] kentucky
[7] annemasse
[5] tlchat
[4] librarians
[4] aasl

Top Hashtags in Tweet in G6:
[13] uniteagainstbookbans
[9] grandpaw
[7] cancelallstudentdebtnow
[5] librarians
[4] bannedbooks
[4] censorship
[4] firstamendment
[3] fundourschools
[2] restorethecuts
[2] cancelstudentdebt

Top Hashtags in Tweet in G7:
[78] mg
[5] library
[4] librariantwitter
[4] mglit
[2] bookish
[2] middlegrade
[2] ala
[2] librarians
[1] librarytwitter
[1] hbmag

Top Hashtags in Tweet in G8:
[16] bookloversday
[6] libraries
[3] alaac22
[2] alaac23
[2] icymi
[2] reading
[1] firstamendment
[1] publiclibraries
[1] digitalliteracy
[1] scams

Top Hashtags in Tweet in G9:
[11] sharp
[2] tulsa
[2] archivist
[2] archives
[2] archiveslife
[2] archivaleducation
[2] archivistlife
[2] eastsidedreams
[1] soma
[1] mapso

Top Hashtags in Tweet in G10:
[15] librarian
[5] savelibrary
[5] savelibrarian
[5] fight4right
[2] odisha
[1] pradhanmantri_pustakalaya_yojana
[1] liblearnx23

Top Words
Top Words in Tweet in Entire Graph:
[5433] alalibrary
[943] library
[675] books
[619] librarians
[606] book
[537] school
[452] libraries
[433] sexharassed
[427] more
[392] ala

Top Words in Tweet in G1:
[1511] alalibrary
[271] library
[271] tomfitton
[201] book
[196] brownbookworm
[172] given
[165] free
[163] more
[155] something
[152] read

Top Words in Tweet in G2:
[1411] alalibrary
[432] sexharassed
[320] school
[259] basedlibrarian
[240] #librarians
[219] books
[215] oif
[197] kids
[189] uabookbans
[169] child

Top Words in Tweet in G3:
[921] alalibrary
[158] 2022
[145] hornbook
[120] thank
[117] #alaac22
[109] award
[103] librarians
[98] books
[96] wearealsc
[94] library

Top Words in Tweet in G4:
[639] alalibrary
[144] library
[127] librarians
[124] edrabinski
[84] time
[79] lessa4libraries
[77] libraries
[76] president
[75] access
[74] ala

Top Words in Tweet in G5:
[92] alalibrary
[33] librarycongress
[23] libraries
[22] conference
[18] library
[17] help
[16] nypl
[16] wonderful
[15] loved
[15] र

Top Words in Tweet in G6:
[104] alalibrary
[64] school
[43] ncte
[41] libraries
[35] oif
[29] way
[29] long
[29] 4csla
[28] combat
[28] disinformation

Top Words in Tweet in G7:
[128] snockowitz
[78] #mg
[78] prince
[78] steel
[78] pier
[78] available
[77] weeks
[77] until
[77] world
[77] giveaway

Top Words in Tweet in G8:
[79] alalibrary
[33] kobidor
[26] issues
[25] really
[24] still
[24] seeing
[23] thing
[23] addressing
[23] trainings
[23] deal

Top Words in Tweet in G9:
[50] plmvkc
[40] series
[40] alalibrary
[36] nehgov
[34] ohio
[34] join
[30] 30
[29] writers
[25] free
[22] joeykim

Top Words in Tweet in G10:
[69] library
[37] professionals
[35] look
[34] bad
[34] days
[34] india
[34] minofculturegoi
[34] pmoindia
[34] kindly
[29] alalibrary

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[270] tomfitton,alalibrary
[169] jason,reynolds
[162] hope,alalibrary
[159] nancy,pearl
[158] alalibrary,something
[158] something,nancy
[158] pearl,bc
[158] bc,free
[158] free,labor
[158] labor,jason

Top Word Pairs in Tweet in G1:
[269] tomfitton,alalibrary
[149] jason,reynolds
[146] nancy,pearl
[145] hope,alalibrary
[145] alalibrary,something
[145] something,nancy
[145] pearl,bc
[145] bc,free
[145] free,labor
[145] labor,jason

Top Word Pairs in Tweet in G2:
[109] #moms,#dads
[108] #parenting,#moms
[106] alalibrary,uabookbans
[106] basedlibrarian,alalibrary
[103] graphic,child
[92] alalibrary,abmack33
[90] gender,queer
[80] alalibrary,oif
[79] banned,books
[65] american,library

Top Word Pairs in Tweet in G3:
[60] hornbook,2022
[56] award,speech
[56] brdnjamforemma,abramsbooks
[56] abramsbooks,alalibrary
[53] nealporterbooks,holidayhousebks
[51] hornbook,icymi
[46] icymi,2022
[37] annual,conference
[36] wearealsc,alalibrary
[34] thank,alalibrary

Top Word Pairs in Tweet in G4:
[64] access,information
[57] financial,assistance
[56] 1970,alalibrary
[56] alalibrary,leroy
[56] leroy,merritt
[56] merritt,humanitarian
[56] humanitarian,fund
[56] fund,offered
[56] offered,financial
[56] assistance,librarians

Top Word Pairs in Tweet in G5:
[13] loved,meeting
[12] alalibrary,librarycongress
[12] happy,#bookloversday
[12] #bookloversday,day
[12] day,#reading
[12] #reading,broadens
[12] broadens,mind
[12] mind,brings
[12] brings,#adventure
[12] #adventure,life

Top Word Pairs in Tweet in G6:
[30] school,libraries
[28] way,combat
[28] combat,disinformation
[28] disinformation,long
[28] long,term
[28] term,fully
[28] fully,staffed
[28] staffed,funded
[28] funded,school
[28] libraries,k12

Top Word Pairs in Tweet in G7:
[78] prince,steel
[78] steel,pier
[77] weeks,until
[77] until,#mg
[77] #mg,prince
[77] pier,world
[77] world,giveaway
[77] giveaway,two
[77] two,signed
[77] signed,copies

Top Word Pairs in Tweet in G8:
[24] issues,seeing
[23] thing,alalibrary
[23] alalibrary,still
[23] still,really
[23] really,addressing
[23] addressing,trainings
[23] trainings,deal
[23] deal,issues
[22] kobidor,thing
[22] seeing,libr

Top Word Pairs in Tweet in G9:
[29] ohio,writers
[29] writers,series
[25] plmvkc,ohio
[22] joeykim,ayendybonifacio
[21] series,joeykim
[19] 30,8pm
[19] 8pm,plmvkc
[19] plmvkc,join
[19] join,mocktails
[19] mocktails,conversation

Top Word Pairs in Tweet in G10:
[35] library,professionals
[34] bad,days
[34] days,library
[34] professionals,india
[34] india,minofculturegoi
[34] minofculturegoi,pmoindia
[34] pmoindia,kindly
[34] kindly,look
[34] look,library
[23] sangramm1968,upendratripathy

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@tomfitton
@snockowitz
@cylev
@truthlafayette
@basedlibrarian
@librarybabbitt
@3yearletterman
@jerrycraft

Top Replied-To in G1:
@alalibrary
@tomfitton
@3yearletterman
@353_miles_apart
@christi79858756
@24hourlibrary
@boogerbuttocks
@conniebuonanno
@rascalthecat666
@notingshaw

Top Replied-To in G2:
@sexharassed
@alalibrary
@truthlafayette
@librarybabbitt
@basedlibrarian
@rogallhest
@libsoftiktok
@mykamead79
@mass_tx
@thamesryan

Top Replied-To in G3:
@cylev
@jerrycraft
@andreaywang
@alalibrary
@hornbook
@authorlisafipps
@brownbookworm
@lisayee1
@thenextgenlib
@mstewartscience

Top Replied-To in G4:
@alalibrary
@lessa4libraries
@edrabinski
@ucberkeleylib
@kleimk
@keithlfoxx
@ala_united
@loidagarciafebo
@nmdlibrary
@librariesval

Top Replied-To in G5:
@alalibrary
@hgudenkauf
@azzahri
@clashophile
@amazonkindle
@saleh_alawadh
@bruno_j_navarro
@bookriot
@nbcnews
@splbuzz

Top Replied-To in G6:
@alalibrary
@rweingarten
@jaxon_sparrow
@logosandliberty
@axios
@ninaturner
@ncte
@kimkardashian
@andrewcicchett1
@johnfetterman

Top Replied-To in G7:
@snockowitz
@blazelibrary
@katrynwrites
@kybookwoman
@halburjennifer
@alibikokamanda
@doucette515
@hannahlittle

Top Replied-To in G8:
@kobidor
@free_to_read
@mlaoffice
@alalibrary
@candiddotorg
@tljamesa
@librarykat
@stckedlibrarian
@moonlit_library
@gabibooksit

Top Replied-To in G9:
@neh_presaccess
@oceancountylib
@plmvkc
@rhodyradio
@sanjoselibrary
@nypl_teens

Top Replied-To in G10:
@sangramm1968
@mahalingmukesh
@bishi_tusar
@sujatasahoo1808
@iithyderabad
@lingaraj_lis
@lib_movement_od

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@sexharassed
@oif
@basedlibrarian
@uabookbans
@brownbookworm
@tomfitton
@abmack33
@aasl
@edrabinski

Top Mentioned in G1:
@alalibrary
@brownbookworm
@tomfitton
@thenation
@alysha_clark
@caroljsroth
@libraryjournal
@realkevinschewe
@washmystics
@penamerica

Top Mentioned in G2:
@alalibrary
@sexharassed
@basedlibrarian
@oif
@uabookbans
@abmack33
@ftrf
@thamesryan
@bannedbooksweek
@tweetthesouth

Top Mentioned in G3:
@alalibrary
@hornbook
@wearealsc
@brdnjamforemma
@abramsbooks
@holidayhousebks
@jasonreynolds83
@nealporterbooks
@poetweatherford
@pacylin

Top Mentioned in G4:
@alalibrary
@edrabinski
@traciedhall1
@lessa4libraries
@loidagarciafebo
@arlnews
@fairfaxlibrary
@ifla
@alal
@ala_acrl

Top Mentioned in G5:
@alalibrary
@librarycongress
@nypl
@bnbuzz
@karencookphotos
@libnofcongress
@crowd_loc
@drmcgettigan
@britishlibrary
@htp_books

Top Mentioned in G6:
@alalibrary
@oif
@4csla
@librariancheby
@nytimes
@pftlocal3
@ncacensorship
@seccardona
@ncte
@potus

Top Mentioned in G7:
@snockowitz
@alalibrary
@aasl
@alibikokamanda
@tasltn
@jenguyorjowett
@aislibrarians
@rclstn
@sourcebookskids
@sbkslibrary

Top Mentioned in G8:
@alalibrary
@kobidor
@candiddotorg
@be
@solusuk
@mirighttoread
@diversebooks
@free_to_read
@jasonreynold
@mlaoffice

Top Mentioned in G9:
@alalibrary
@nehgov
@plmvkc
@joeykim
@ayendybonifacio
@colleenaf
@kenyoncollege
@mountvernonarts
@kenyonreview
@rhodyradio

Top Mentioned in G10:
@minofculturegoi
@pmoindia
@alalibrary
@eduminofindia
@upendratripathy
@osepa_official
@smeodisha
@culturedeptt
@nationallib_goi
@ifla

Top Tweeters
Top Tweeters in Entire Graph:
@urbandictionary
@missb62
@filafresh
@dichristine
@kat4obama
@lizditz
@patriotmarie70
@gojira007x
@ligayaloyola
@jjj5819

Top Tweeters in G1:
@urbandictionary
@missb62
@filafresh
@dichristine
@patriotmarie70
@jmhamiltonblog
@missnisha6849
@samhainnight
@andrewmorrisuk
@sandykalano

Top Tweeters in G2:
@jjj5819
@netminnow
@reuters
@docwashburn
@mtrushmore2016
@_yvonneburton
@melissajpeltier
@notacquiescing
@skyebright8
@latimes

Top Tweeters in G3:
@ligayaloyola
@n7irl
@roseparamore7
@ryuzeh
@redz041
@sk8rky10
@washingtonpost
@lindalawrey
@susankheflin
@thatmags

Top Tweeters in G4:
@rosstell
@mentalhealthbo5
@potentash
@vrretweeter
@gawlinskilaura
@hlthiskrieger
@buffymuffy4444
@nbcwashington
@outseide
@gma

Top Tweeters in G5:
@kat4obama
@all435reps
@all100senators
@ae4ca
@election_every
@therickwilson
@joshtpm
@rexchapman
@fortunemagazine
@abc7

Top Tweeters in G6:
@nypost
@nytimes
@abc
@cnn
@abcnews
@cbsnews
@isaleewolf
@msnbc
@fjvjjo
@phillyinquirer

Top Tweeters in G7:
@dhammelef
@theresajsnyder
@kathleenpalm
@keelyinkster
@michelle_timian
@bhootbabe
@gavinwoltjer
@chelsabdullah
@michgs
@cynthiaschwind

Top Tweeters in G8:
@slate
@detroitnews
@sickfemme
@cytosine_37
@bangarangbooks
@crowguye
@halseanderson
@titacookie1974
@candiddotorg
@dharmascholar

Top Tweeters in G9:
@samlitzinger
@phoenixwmn
@jamiegump
@gothamist
@lsarsour
@mikevago
@cairnational
@profkori
@agingophelia
@travisclau

Top Tweeters in G10:
@otvnews
@otvkhabar
@dpradhanbjp
@natlibscot
@kishanreddybjp
@unesco
@pmoindia
@minofculturegoi
@eduminofindia
@lislinks


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