ALALibrary, Twitter, 9/8/2022 4:00:06 AM, 281488


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ALALibrary_2022-09-07_20-30-40.xlsx
ALALibrary_2022-09-07_20-30-40.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 08, 2022
Short Description:
ALALibrary via NodeXL https://bit.ly/3qkjNwL
@alalibrary
@sexharassed
@jaxon_sparrow
@snockowitz
@hornbook
@oif
@traciedhall1
@mharrisperry
@watchmenwatchr
@chanyasulkit

Top hashtags:
#librarians
#uniteagainstbookbans
#librarycardsignupmonth
#liblearnx23
#librarian

Description:
Description
The graph represents a network of 6,245 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, 08 September 2022 at 03:40 UTC.

The requested start date was Thursday, 08 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 68-day, 23-hour, 34-minute period from Friday, 01 July 2022 at 00:26 UTC to Thursday, 08 September 2022 at 00:01 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 : 6245
Unique Edges : 10276
Edges With Duplicates : 16290
Total Edges : 26566
Number of Edge Types : 5
Mentions : 11133
Replies to : 1898
MentionsInRetweet : 9178
Retweet : 3963
Tweet : 394
Self-Loops : 457
Reciprocated Vertex Pair Ratio : 0.0375954965822276
Reciprocated Edge Ratio : 0.0724665762449138
Connected Components : 106
Single-Vertex Connected Components : 74
Maximum Vertices in a Connected Component : 6076
Maximum Edges in a Connected Component : 26361
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.96983
Graph Density : 0.000397063326510023
Modularity : 0.399778
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 6,245 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, 08 September 2022 at 03:40 UTC.

The requested start date was Thursday, 08 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 68-day, 23-hour, 34-minute period from Friday, 01 July 2022 at 00:26 UTC to Thursday, 08 September 2022 at 00:01 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
[29] https://kevinschewe.com
[27] https://www.2023.alaliblearnx.org/call-education-program-proposals
[26] http://www.booktitlegenerator.net/
[25] https://uniteagainstbookbans.org/
[20] https://uniteagainstbookbans.org/take-action/
[16] https://www.ala.org/conferencesevents/celebrationweeks/card
[16] https://twitter.com/ALALibrary/status/1545434287863898114
[14] https://www.ala.org/news/press-releases/2022/07/ala-nominating-committee-seeks-candidates-2023-election

Top URLs in Tweet in G1:
[99] https://www.dailysignal.com/2022/07/13/library-group-recommends-pronoun-book-for-infants/
[20] https://www.2023.alaliblearnx.org/call-education-program-proposals
[18] https://uniteagainstbookbans.org/
[9] https://uniteagainstbookbans.org/take-action/
[9] https://www.ala.org/conferencesevents/celebrationweeks/card
[9] http://independentpublisher.com/article.php?page=2503
[7] https://ilovelibraries.org/love-my-librarian/
[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] https://www.ala.org/news/member-news/2022/08/aasl-s-guide-social-and-emotional-learning-picture-book-readers?utm_source=twitter&utm_medium=social&utm_campaign=sel4usa&utm_content=newsevents#sq_h59gwby1ii
[6] https://www.ala.org/news/press-releases/2022/07/ala-nominating-committee-seeks-candidates-2023-election

Top URLs in Tweet in G2:
[34] https://www.ala.org/advocacy/fight-censorship
[10] https://uniteagainstbookbans.org/take-action/
[8] https://www.ala.org/news/press-releases/2022/07/ala-nominating-committee-seeks-candidates-2023-election
[8] https://r20.rs6.net/tn.jsp?f=001p0-5DKjWPiBluJLNA4mPppqp_kHT7IPuL_n6Ps8-E6UcBKB89l8yF-Jb4EWXaRM6VBNCEmnkPM8HXkSw1aOxSv1KRujtOpQT8PXoYoK3-kn7xumMAqni9LWaxBQlkoAvaipq9k95c6gqbaP_L0F4CgkuDY7eT1ZXWPbig1pnLL7-QjHv7xvHTw==&c=WmdgI70kIa0UQVgSkEUTAqzF8jGvSKgXy-qjOtbyv4EHzDdb1xnF5w==&ch=FrOjZH_jk7OrhBMcSjFnYBd8ExQB8c0wcovQzRKUt_Ebhg9lxzVZHQ==
[7] https://www.nba.com/watch/video/tacko-fall-to-new-heights?plsrc=nba&collection=top-trending-videos
[7] https://www.2023.alaliblearnx.org/call-education-program-proposals
[6] https://www.ala.org/aboutala/affiliates/relatedgroups/merrittfund/merritthumanitarian
[6] https://twitter.com/BannedBooksWeek/status/1562577998422818816
[5] https://www.nbcwashington.com/news/coronavirus/coronavirus-in-maryland/libraries-help-educate-about-covid-19-vaccination-ahead-of-schoolyear/3125830/
[5] https://knowledgequest.aasl.org/different-types-of-sel-activities-to-build-school-library-culture/

Top URLs in Tweet in G3:
[7] https://web.archive.org/web/20170612040326/https://www.ala.org/advocacy/intersections-glbt-book-month-dispatch-small-town-librarian
[4] https://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/stateandlocal/AASL%20ALA%20letter_Education%20transition.pdf
[4] https://uniteagainstbookbans.org/partners/
[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/1548010990029090816
[3] https://www.ala.org/advocacy/libraries-respond-drag-queen-story-hour
[2] https://twitter.com/larryoconnor/status/1542966160961970185
[2] https://twitter.com/libraryjournal/status/1549437605720252417
[2] https://twitter.com/alalibrary/status/1561786699818180608
[2] https://twitter.com/libsoftiktok/status/1546880912834514944

Top URLs in Tweet in G4:
[3] https://www.hbook.com/story/2022-childrens-literature-legacy-award-acceptance-by-grace-lin
[3] http://celebratescience.blogspot.com/2022/09/welcome-back.html
[2] https://www.hbook.com/story/the-year-in-words-and-pictures-and-stories
[2] https://www.hbook.com/story/childrens-literature-lecture-nominations
[2] https://www.hbook.com/story/newbery-centennial-roundup
[2] https://www.hbook.com/story/blogs/ala-annual-2022
[2] https://www.hbook.com/story/2022-newbery-medal-acceptance-by-donna-barba-higuera
[2] https://www.hbook.com/story/2022-csk-author-award-acceptance-by-carole-boston-weatherford
[2] http://www.hbook.com:80/story/2022-csk-illustrator-award-acceptance-on-behalf-of-the-late-floyd-cooper
[2] https://www.hbook.com/story/editorial-mixed-emotions-july-august-2022

Top URLs in Tweet in G5:
[2] https://pacc-ccap.ca/events/banning-books-banishing-privacy-2/
[2] https://seamlessaccess.org/learning-center/challenges-federated-wayf/
[2] https://cdt.org/insights/letter-to-ed-office-for-civil-rights-on-discriminatory-effects-of-online-monitoring-of-students/
[2] https://cdt.org/insights/report-hidden-harms-the-misleading-promise-of-monitoring-students-online/
[1] https://acrl.ala.org/acrlinsider/ala-arl-approve-cultural-proficiencies-for-racial-equity-a-framework/
[1] https://www.infodocket.com/2022/07/20/new-book-recommends-standards-for-3d-data-preservation/
[1] https://www.youtube.com/watch?v=KWmCSnqTwWs&feature=youtu.be

[1] https://twitter.com/LibConf/status/1567166279416430594
[1] https://theconversation.com/the-us-has-ruled-all-taxpayer-funded-research-must-be-free-to-read-whats-the-benefit-of-open-access-189466?utm_source=twitter&utm_medium=bylinetwitterbutton
[1] https://www.arl.org/news/ala-arl-approve-cultural-proficiencies-for-racial-equity-a-framework/

Top URLs in Tweet in G6:
[1] https://bit.ly/3Qu8IEM
[1] https://knowledgequest.aasl.org/different-types-of-sel-activities-to-build-school-library-culture/
[1] https://www.pressandjournal.co.uk/fp/opinion/columnists/4524430/school-libraries-scotland-librarians-kerry-hudson-opinion/
[1] https://www.rd.com/article/librarians-fighting-book-bans/
[1] https://twitter.com/CpsLibraries/status/1560420285458911232
[1] https://twitter.com/kevinpdx314/status/1558547010243792896
[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 G7:
[3] https://encyclopedia.ushmm.org/content/en/article/the-murder-of-people-with-disabilities
[2] https://academicworks.cuny.edu/cgi/viewcontent.cgi?article=1676&context=gc_pubs&fbclid=IwAR2t3QmQGQ-DJG39ZyrML-1AxA-lmtJtcG9YUlcNFyps1IMfwNBjOTSz7wo&fs=e&s=cl
[2] https://twitter.com/wsuares/status/1561900288252026880
[1] https://www.ala.org/conferencesevents/celebrationweeks/card
[1] https://www.globalcitizen.org/en/content/most-banned-books-us-race-LGBTQ/
[1] https://twitter.com/britt4jade/status/1567479279008481281
[1] https://twitter.com/stopworkplacebu/status/1565677671845171204
[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

Top URLs in Tweet in G8:
[7] https://www.knox.net/adults
[3] https://librarycalendar.fairfaxcounty.gov/calendar?t=d&q=Women's%20Suffrage%20Discussions&cid=6524&cal=6524&inc=0
[1] https://publications.newberry.org/elizabeth/
[1] https://tockify.com/southingtonlib/detail/1443/1660861800000
[1] https://tockify.com/southingtonlib/detail/1399/1661293800000
[1] https://www.getrevue.co/profile/ksandler1/issues/technology-innovation-publishing-issue-209-1322254
[1] https://www.ala.org/advocacy/fight-censorship
[1] https://www.forbes.com/sites/dawnstaceyennis/2022/08/26/grooming-accusations-result-in-town-voting-to-defund-its-library/
[1] https://diversebooks.org/letter-from-1300-childrens-and-ya-authors-on-book-banning/
[1] https://www.rhodyradio.org/transcripts

Top URLs in Tweet in G9:
[5] https://robertslibrary.org/womens-suffrage-book-club/
[4] https://actualitte.com/article/106730/bibliotheque/la-bulle-tiers-lieu-d-annemasse-remarque-aux-etats-unis
[2] https://blogs.loc.gov/thesignal/2022/07/what-is-your-earliest-memory-of-the-internet/
[2] https://actualitte.com/article/107361/international/informer-sur-l-avortement-une-responsabilite-des-bibliothecaires
[2] https://actualitte.com/article/106663/bibliotheque/etats-unis-multiplication-des-violences-contre-les-bibliothecaires
[1] https://twitter.com/genemeyer/status/1567584626889179136
[1] https://twitter.com/rebeccanagle/status/1566850462816604161
[1] https://twitter.com/ALALibrary/status/1565733550338588672
[1] https://www.cbcbooks.org/readers/reader-resources/reading-beyond/
[1] https://www.youtube.com/watch?v=JRAb6ZZt56w&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://open.spotify.com/episode/3rVCxaWW75vJ05DMFiiQQz
[1] https://journals.sagepub.com/doi/abs/10.1177/15248399211001064#abstract
[1] https://hootsuite.com/dashboard#/inbox?
[1] https://twitter.com/NPHW/status/1557033967722942471
[1] https://twitter.com/jketchel/status/1549825602361835520
[1] https://twitter.com/WAStPubHealth/status/1555312241095823360
[1] https://twitter.com/AcuOxPhD/status/1552326859651747840
[1] https://twitter.com/AcuOxPhD/status/1555308004836315136
[1] https://twitter.com/KayeBender9/status/1546183738786201601
[1] https://twitter.com/edmarkey/status/1546674316028297216

Top Domains
Top Domains in Tweet in Entire Graph:
[809] twitter.com
[211] ala.org
[99] dailysignal.com
[66] uniteagainstbookbans.org
[40] youtube.com
[34] hbook.com
[33] ilovelibraries.org
[29] kevinschewe.com
[27] alaliblearnx.org
[26] booktitlegenerator.net

Top Domains in Tweet in G1:
[202] twitter.com
[99] dailysignal.com
[79] ala.org
[33] uniteagainstbookbans.org
[20] alaliblearnx.org
[17] ilovelibraries.org
[12] youtube.com
[10] americanlibrariesmagazine.org
[10] alaannual.org
[9] independentpublisher.com

Top Domains in Tweet in G2:
[189] twitter.com
[83] ala.org
[23] uniteagainstbookbans.org
[15] ilovelibraries.org
[12] americanlibrariesmagazine.org
[10] bannedbooksweek.org
[10] youtube.com
[9] gofundme.com
[9] programminglibrarian.org
[8] rs6.net

Top Domains in Tweet in G3:
[165] twitter.com
[15] ala.org
[10] archive.org
[7] blogspot.com
[6] uniteagainstbookbans.org
[5] gofundme.com
[2] theepochtimes.com
[2] t.me
[2] justice.gov
[1] dallasexpress.com

Top Domains in Tweet in G4:
[33] hbook.com
[19] twitter.com
[5] ala.org
[3] blogspot.com
[3] wordpress.com
[2] publishersweekly.com
[2] reachoutandread.org
[1] rilinkschools.org
[1] oaklandlibrary.org
[1] co.jp

Top Domains in Tweet in G5:
[13] twitter.com
[9] ala.org
[5] youtube.com
[4] cdt.org
[3] nypl.org
[2] infodocket.com
[2] pacc-ccap.ca
[2] seamlessaccess.org
[1] theconversation.com
[1] arl.org

Top Domains in Tweet in G6:
[2] twitter.com
[1] bit.ly
[1] aasl.org
[1] co.uk
[1] rd.com
[1] nais.org

Top Domains in Tweet in G7:
[32] twitter.com
[3] ushmm.org
[3] nytimes.com
[2] ala.org
[2] cuny.edu
[1] globalcitizen.org
[1] washingtonpost.com
[1] thebullhornnews.com
[1] thenation.com
[1] youtu.be

Top Domains in Tweet in G8:
[7] knox.net
[4] fairfaxcounty.gov
[3] twitter.com
[2] tockify.com
[1] newberry.org
[1] getrevue.co
[1] ala.org
[1] forbes.com
[1] diversebooks.org
[1] rhodyradio.org

Top Domains in Tweet in G9:
[8] actualitte.com
[5] twitter.com
[5] robertslibrary.org
[2] loc.gov
[2] youtube.com
[1] cbcbooks.org
[1] nba.com
[1] donorschoose.org
[1] amazon.com

Top Domains in Tweet in G10:
[7] twitter.com
[1] spotify.com
[1] sagepub.com
[1] hootsuite.com
[1] sasaki.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[329] librarians
[287] uniteagainstbookbans
[155] librarycardsignupmonth
[146] liblearnx23
[127] librarian
[121] parenting
[112] moms
[112] dads
[104] libraries
[99] bannedbooksweek



Top Hashtags in Tweet in G1:
[117] librarycardsignupmonth
[86] uniteagainstbookbans
[60] laborday
[39] liblearnx23
[25] bannedbooksweek
[24] librarians
[23] alaac23
[21] alaac22
[21] getlibrarycarded
[21] librarytwitter

Top Hashtags in Tweet in G2:
[77] firstamendment
[71] librarian
[67] uniteagainstbookbans
[43] bannedbooksweek
[43] freadom
[42] liblearnx23
[37] librarians
[36] alaac23
[29] bannedbookschat
[29] librarycardsignupmonth

Top Hashtags in Tweet in G3:
[245] librarians
[119] parenting
[111] moms
[110] dads
[110] uniteagainstbookbans
[57] liblearnx23
[47] edchat
[43] libraries
[42] dqsh
[29] bannedbooksweek

Top Hashtags in Tweet in G4:
[55] hbmag
[39] csk
[36] alaac22
[34] newbery
[32] ala
[26] alayma
[19] hornbookmagazine
[19] dcjicc
[18] legacy
[17] floydcooper

Top Hashtags in Tweet in G5:
[10] libraries
[4] privacy
[3] cildc
[3] hlpf2022
[2] 3d
[2] data
[2] oa
[2] liblearnx23
[2] internetlibrarian
[2] alaac23

Top Hashtags in Tweet in G6:
[82] mg
[58] mglit
[54] mgbookchat
[6] tlchat
[5] library
[4] librariantwitter
[2] bookish
[2] middlegrade
[1] txasl
[1] librarytwitter

Top Hashtags in Tweet in G7:
[11] grandpaw
[7] cancelallstudentdebtnow
[4] censorship
[3] istandwithamberheard
[3] fundourschools
[3] bannedbooks
[2] restorethecuts
[2] cancelstudentdebt
[2] separationofchurchandstate
[2] freedomtoread

Top Hashtags in Tweet in G8:
[10] sharp
[4] tudor
[4] otd
[3] libraryltai
[3] fairfax
[2] libraries
[2] tulsa
[2] archivist
[2] archives
[2] archiveslife

Top Hashtags in Tweet in G9:
[8] annemasse
[5] libraryltai
[4] womenssuffrage
[3] bibliotheque
[2] roevswade
[2] usa
[1] webarchivewednesday
[1] bannedbooks
[1] insolite
[1] prix

Top Hashtags in Tweet in G10:
[13] grandparentsday2022
[4] speakforhealth
[3] icymi
[3] publiclibraries
[3] healthpromotion
[3] voteforhealth
[2] librariestransform
[2] publichealth
[1] picturebooks
[1] climatechangeshealth

Top Words
Top Words in Tweet in Entire Graph:
[5362] alalibrary
[1193] library
[718] books
[634] librarians
[615] book
[558] school
[525] sexharassed
[469] libraries
[432] read
[420] more

Top Words in Tweet in G1:
[1582] alalibrary
[403] library
[271] tomfitton
[192] september
[182] more
[159] read
[149] librarians
[133] book
[129] books
[122] sex

Top Words in Tweet in G2:
[1518] alalibrary
[357] library
[250] librarians
[181] oif
[165] school
[162] libraries
[161] book
[156] books
[153] sexharassed
[153] ala

Top Words in Tweet in G3:
[951] alalibrary
[371] sexharassed
[273] basedlibrarian
[243] #librarians
[218] school
[196] books
[168] kids
[150] child
[141] graphic
[122] librarians

Top Words in Tweet in G4:
[257] alalibrary
[113] hornbook
[104] 2022
[94] award
[87] wearealsc
[60] icymi
[55] #hbmag
[54] speech
[52] ncte
[44] library

Top Words in Tweet in G5:
[132] alalibrary
[42] arlnews
[32] library
[27] ala_acrl
[23] ifla
[23] cendemtech
[22] libraries
[21] cultural
[20] proficiencies
[20] eff

Top Words in Tweet in G6:
[283] snockowitz
[169] alalibrary
[163] aasl
[149] karbenpub
[149] booksparks
[149] renarossner
[100] aislibrarians
[83] prince
[83] steel
[83] pier

Top Words in Tweet in G7:
[85] alalibrary
[62] school
[46] oif
[39] libraries
[28] long
[28] term
[27] way
[27] combat
[27] disinformation
[27] fully

Top Words in Tweet in G8:
[61] alalibrary
[60] plmvkc
[56] series
[48] free
[44] nehgov
[40] ohio
[36] fairfaxlibrary
[32] join
[32] thread
[29] writers

Top Words in Tweet in G9:
[48] alalibrary
[27] lc_labs
[27] alalibra
[23] internet
[22] asked
[19] earliest
[19] memory
[19] library's
[19] web
[19] archiving

Top Words in Tweet in G10:
[26] help
[25] alalibrary
[18] kcareywrites
[14] need
[13] build
[13] #grandparentsday2022
[13] display
[13] today
[13] finding
[13] fantastic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[270] tomfitton,alalibrary
[154] booksparks,renarossner
[150] alalibrary,aasl
[149] library,workers
[138] american,library
[133] alalibrary,uabookbans
[132] banned,books
[126] basedlibrarian,alalibrary
[125] library,association
[113] freedom,read

Top Word Pairs in Tweet in G1:
[269] tomfitton,alalibrary
[102] sex,talk
[99] alalibrary,pushes
[99] pushes,sex
[99] talk,babies
[88] freedom,read
[83] library,workers
[83] alalibrary,abmack33
[80] idinamenzel,caramentzel
[77] september,#librarycardsignupmonth

Top Word Pairs in Tweet in G2:
[93] alalibrary,uabookbans
[85] access,information
[66] gender,queer
[65] breaking,judge
[65] judge,dismisses
[65] dismisses,virginia
[65] virginia,beach
[65] beach,lawsuit
[65] lawsuit,over
[65] over,redgoldsparks

Top Word Pairs in Tweet in G3:
[106] #moms,#dads
[104] #parenting,#moms
[97] drag,queen
[96] basedlibrarian,alalibrary
[91] graphic,child
[71] story,hour
[69] queen,story
[56] alalibrary,oif
[52] sneakily,push
[51] #librarians,sneakily

Top Word Pairs in Tweet in G4:
[47] award,speech
[45] hornbook,icymi
[40] icymi,2022
[36] hornbook,2022
[32] #ala,awards
[30] wearealsc,alalibrary
[29] medal,acceptance
[26] 2022,#csk
[23] alalibrary,batchelder
[23] batchelder,award

Top Word Pairs in Tweet in G5:
[20] cultural,proficiencies
[18] aasl,aclu
[18] aclu,alalibrary
[18] alalibrary,civrightscorps
[18] civrightscorps,commonsense
[18] commonsense,eddatacampaign
[16] alalibrary,ala_acrl
[16] eddatacampaign,eff
[14] alalibrary,arlnews
[14] task,force

Top Word Pairs in Tweet in G6:
[149] booksparks,renarossner
[99] alalibrary,aasl
[96] aasl,aislibrarians
[95] karbenpub,booksparks
[95] renarossner,alalibrary
[91] snockowitz,karbenpub
[83] prince,steel
[83] steel,pier
[81] weeks,until
[81] until,#mg

Top Word Pairs in Tweet in G7:
[29] school,libraries
[27] way,combat
[27] combat,disinformation
[27] disinformation,long
[27] long,term
[27] term,fully
[27] fully,staffed
[27] staffed,funded
[27] funded,school
[27] libraries,k12

Top Word Pairs in Tweet in G8:
[29] plmvkc,ohio
[29] ohio,writers
[29] writers,series
[24] alalibrary,nehgov
[22] joeykim,ayendybonifacio
[21] series,joeykim
[19] 30,8pm
[19] 8pm,plmvkc
[19] plmvkc,join
[19] join,mocktails

Top Word Pairs in Tweet in G9:
[19] earliest,memory
[19] memory,internet
[19] internet,library's
[19] library's,web
[19] web,archiving
[19] archiving,digital
[19] digital,content
[19] content,management
[19] management,teams
[19] teams,asked

Top Word Pairs in Tweet in G10:
[13] build,#grandparentsday2022
[13] #grandparentsday2022,display
[13] display,today
[13] today,need
[13] need,help
[13] help,finding
[13] finding,fantastic
[13] fantastic,grandparent
[13] grandparent,themed
[13] themed,books

Top Replied-To
Top Replied-To in Entire Graph:
@alalibrary
@sexharassed
@snockowitz
@tomfitton
@truthlafayette
@basedlibrarian
@librarybabbitt
@3yearletterman
@353_miles_apart
@rogallhest

Top Replied-To in G1:
@alalibrary
@tomfitton
@3yearletterman
@353_miles_apart
@christi79858756
@24hourlibrary
@truthlafayette
@jrlibrarian
@kobidor
@conniebuonanno

Top Replied-To in G2:
@alalibrary
@sexharassed
@truthlafayette
@rogallhest
@edrabinski
@bibliobeth
@loidagarciafebo
@altadenakatie
@freadomfighters
@kleimk

Top Replied-To in G3:
@sexharassed
@basedlibrarian
@librarybabbitt
@alalibrary
@mykamead79
@truthlafayette
@libsoftiktok
@epochtimes
@boogerbuttocks
@mass_tx

Top Replied-To in G4:
@hornbook
@lisayee1
@mstewartscience
@snockowitz
@candiddotorg
@alalibrary
@theoglibrarian
@authorlisafipps
@johnthecho
@jerrycraft

Top Replied-To in G5:
@lessa4libraries
@ucberkeleylib
@alalibrary
@edcivilrights
@iflacpdwl
@solusuk
@cflafcab
@13banger83
@yesimmase
@ucberkeley

Top Replied-To in G6:
@snockowitz
@studioroxas
@kybookwoman
@halburjennifer
@alibikokamanda
@aisled_org
@doucette515

Top Replied-To in G7:
@alalibrary
@jaxon_sparrow
@rweingarten
@ninaturner
@axios
@resilientheard
@johnfetterman
@jaysosa21
@mathisncnw
@hunt4change

Top Replied-To in G8:
@keithlfoxx
@lifeafterdawn
@neh_presaccess
@plmvkc
@rhodyradio
@mariaworthen
@sanjoselibrary
@fairfaxlibrary

Top Replied-To in G9:
@lc_labs
@alalibrary
@azzahri
@dashdecosta
@annothernameann
@nacl2
@saleh_alawadh
@librarianragini
@actualitte
@pavelasamsonov

Top Replied-To in G10:
@kcareywrites
@ala_united
@janaybrownwood
@alanews
@etrainsworld
@davidnaimon
@horzlvr
@penguinteen

Top Mentioned
Top Mentioned in Entire Graph:
@alalibrary
@sexharassed
@oif
@basedlibrarian
@aasl
@uabookbans
@tomfitton
@abmack33
@bannedbooksweek
@karbenpub

Top Mentioned in G1:
@alalibrary
@tomfitton
@abmack33
@caramentzel
@idinamenzel
@thenation
@alysha_clark
@kobidor
@caroljsroth
@penamerica

Top Mentioned in G2:
@alalibrary
@oif
@uabookbans
@traciedhall1
@edrabinski
@sexharassed
@ftrf
@tweetthesouth
@thamesryan

Top Mentioned in G3:
@alalibrary
@sexharassed
@basedlibrarian
@uabookbans
@bannedbooksweek
@oif
@epochtimes
@libsoftiktok
@dglibrary
@awake_il

Top Mentioned in G4:
@alalibrary
@hornbook
@wearealsc
@poetweatherford
@pacylin
@lernerbooks
@dbhiguera
@ala
@levinequerido
@ncte

Top Mentioned in G5:
@alalibrary
@arlnews
@ala_acrl
@nypl
@ifla
@cendemtech
@eff
@aasl
@commonsense
@aclu

Top Mentioned in G6:
@alalibrary
@aasl
@karbenpub
@booksparks
@renarossner
@snockowitz
@aislibrarians
@alibikokamanda
@jenguyorjowett
@sourcebookskids

Top Mentioned in G7:
@alalibrary
@oif
@4csla
@librariancheby
@nytimes
@ncacensorship
@pftlocal3
@aasl
@musiclibassoc
@seccardona

Top Mentioned in G8:
@alalibrary
@nehgov
@plmvkc
@fairfaxlibrary
@joeykim
@ayendybonifacio
@keithlfoxx
@histarthgmu
@forbes
@sukrungruang

Top Mentioned in G9:
@alalibrary
@alalibra
@lc_labs
@librarycongress
@calsrobertslib
@calibrarysystem
@cdupessey
@kfnlgov
@qnlib
@arknate

Top Mentioned in G10:
@alalibrary
@kcareywrites
@penguinrandom
@soaring20spb
@patzmiller
@walkerelam
@anneschwartzbks
@anikadenise
@averyaugustine_
@minajuna

Top Tweeters
Top Tweeters in Entire Graph:
@urbandictionary
@missb62
@filafresh
@dichristine
@bella623
@_redfrog
@lizditz
@patriotmarie70
@gojira007x
@ligayaloyola

Top Tweeters in G1:
@urbandictionary
@missb62
@filafresh
@dichristine
@patriotmarie70
@jmhamiltonblog
@samhainnight
@minotauresse
@legsluquis
@sandykalano

Top Tweeters in G2:
@jjj5819
@all435reps
@docwashburn
@rosstell
@melissajpeltier
@slate
@notacquiescing
@skyebright8
@concernedwhite1
@gawlinskilaura

Top Tweeters in G3:
@netminnow
@reuters
@mtrushmore2016
@_yvonneburton
@joec1776
@foxnews
@latimes
@1artniece2
@aukletqd
@stillgray

Top Tweeters in G4:
@ligayaloyola
@n7irl
@roseparamore7
@sk8rky10
@washingtonpost
@splth32
@isaleewolf
@thatmags
@mrschureads
@grubreport

Top Tweeters in G5:
@ottlegalrebels
@mentalhealthbo5
@all100senators
@election_every
@abcnews
@fortunemagazine
@abc7
@foxla
@etorremolina
@scottrhodie

Top Tweeters in G6:
@j0vfeet1
@dhammelef
@theresajsnyder
@fatgirlinohio
@kathleenpalm
@keelyinkster
@michelle_timian
@bhootbabe
@titacookie1974
@gavinwoltjer

Top Tweeters in G7:
@nypost
@nytimes
@therickwilson
@cbsnews
@msnbc
@fjvjjo
@phillyinquirer
@hnturtledove
@yogaskidogs
@abcworldnews

Top Tweeters in G8:
@rhonda_harbison
@sampson_elaine
@samlitzinger
@forbes
@hlthiskrieger
@phoenixwmn
@warrenwhitlock
@jamiegump
@bruno_j_navarro
@jfk117

Top Tweeters in G9:
@pfanderson
@codeforpdx
@bangarangbooks
@actualitte
@sultan_aldosrey
@rrichard09
@millimyian
@burriscj
@pavelasamsonov
@mlovesdemocracy

Top Tweeters in G10:
@ppact
@momsdemand
@penguinrandom
@nacchoalerts
@uncannymagazine
@randomhousekids
@penguinteen
@harperchildrens
@lwv
@raceforward


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